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Lehrstuhl für Informatik 12
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Optimizer Submission
Submitted Optimizers
Ranking
Extended Results

dtlz1
dtlz2
dtlz3
dtlz4
dtlz5
dtlz6
dtlz7
dtlz_bin1
dtlz_bin2
dtlz_bin3
dtlz_bin4
dtlz_bin5
dtlz_bin6
dtlz_bin7
knapsack1
knapsack2
knapsack3
knapsack4
knapsack5
knapsack6
knapsack7
knapsack8
knapsack9
knapsack_sat1
knapsack_sat2
knapsack_sat3
knapsack_sat4
knapsack_sat5
knapsack_sat6
knapsack_sat7
knapsack_sat8
knapsack_sat9
queens_permutation
queens_sat
wfg1
wfg2
wfg3
wfg4
wfg5
wfg6
wfg7
wfg8
wfg9
wfg_bin1
wfg_bin2
wfg_bin3
wfg_bin4
wfg_bin5
wfg_bin6
wfg_bin7
wfg_bin8
wfg_bin9
zdt1
zdt2
zdt3
zdt4
zdt5
zdt6
zdt_bin1
zdt_bin2
zdt_bin3
zdt_bin4
zdt_bin5
zdt_bin6
Department Informatik  >  Informatik 12  >  Lehre  >  Black Box Challenge - Meta-heuristic Optimization for Arbitrary Problems

Seminar: Black Box Challenge – Detailed Results

dtlz1

Genotype: <Double String> Objectives: 3

optimizerevaluations(avg)evaluations(dev)indicator_dominance(avg)indicator_dominance(dev)indicator_hypervolume(avg)indicator_hypervolume(dev)objective_f1(avg)objective_f1(dev)objective_f2(avg)objective_f2(dev)objective_f3(avg)objective_f3(dev)runtime(avg)runtime(dev)executedevaluated
MIPESA II100000.00.00.0001180151866591.32282957859e-056.7118355318e-113.33372214944e-120.00.00.00.00.00.013.253751.243024616562017-07-12 14:52:042017-08-01 09:50:44
IPESA II100000.00.00.0001442134936182.0100217846e-059.42612876642e-118.9283309e-120.00.00.00.00.00.013.72721.046050195032017-07-12 14:07:312017-08-01 09:50:44
NSGA-III-tournament100000.00.00.000197387961071.72991653616e-051.89224014235e-101.40119371125e-110.00.00.00.00.00.016.170950.669441674282017-07-12 15:26:452017-08-01 09:50:44
NSGA-III100000.00.00.0002023477176481.82208621543e-051.89548410301e-101.54152225755e-110.00.00.00.00.00.014.237850.575328215252017-07-12 13:39:152017-08-01 09:50:44
SPEA 2 no tournament100000.00.00.0002198390727292.79619636614e-052.0868907713e-101.55794400157e-110.00.00.00.00.00.018.76810.4222872432242017-07-12 14:56:042017-08-01 09:50:44
DEMO bin v2100000.00.00.000234670249843.32071381635e-052.23066187743e-101.8712654004e-110.00.00.00.00.00.067.782252.40926347942017-07-12 14:17:122017-08-01 09:50:44
Improved NSGA-III.2100000.00.00.0002364448785433.63006577486e-052.18858076107e-102.47619962848e-110.00.00.00.00.00.07.81390.2323565545042017-07-12 14:29:452017-08-01 09:50:44
NSGA 2100000.00.00.0002392849667653.42299600858e-052.18676055042e-101.65987409182e-110.00.00.00.00.00.06.664850.1891318879852017-07-12 14:48:582017-08-01 09:50:44
SPEA 2100000.00.00.0002482095958772.70000763338e-052.17485085496e-102.19035278083e-110.00.00.00.00.00.019.23530.7625472616932017-07-12 13:41:322017-08-01 09:50:44
SMS-EMOA79547.52495.323257190.0002505309825042.50369722655e-052.16494600025e-101.73790394e-110.00.00.00.00.00.0300.44290.1594288820172017-07-12 15:21:132017-08-01 09:50:44
Mocell99901.00.00.0002999086436270.0003294502439371.42410180315e-093.83637678588e-090.00.00.00.00.00.012.78910.5079955345852017-07-12 15:24:552017-08-01 09:50:44
NSGA-III-simple100000.00.00.0003142388615566.54784197974e-055.65968605315e-105.92003885733e-100.00.00.00.00.00.015.85370.2246876428342017-07-12 14:11:152017-08-01 09:50:44
Elitism EA100000.00.00.0003400186802528.56310209837e-053.0657091271e-058.84427947e-050.00.00.00.00.007960877192650.03400684416616.521150.5171558123142017-07-12 14:30:362017-08-01 09:50:44
MEMO Improved99941.129.92956644140.0007791481402290.0002679678802488.35506268616e-095.54278464858e-090.00.00.00.00.00.06.34910.1574299844382017-07-12 15:27:312017-08-01 09:50:44
MEMO99908.941.59187673720.0008054071406920.0003991325830091.1754454321e-089.29291757829e-090.00.00.00.00.00.06.34820.1491324384922017-07-12 14:49:432017-08-01 09:50:44
GPSOMOD-naive100000.00.00.001643877721470.001869958577780.00167836267660.002364929245460.2153116773120.4878466345620.0668062521790.1446034287160.3660034584660.8919116322034.618250.5406361627992017-07-12 13:43:102017-08-01 09:50:44
GPSOMOD-optimized100000.00.00.00166746134130.001346658538710.00068989386360.0009754340390220.1234136104780.3471239534670.03572885730690.07991341852040.1032044952550.2157263053749.5321.260973183072017-07-12 14:50:442017-08-01 09:50:44
ESPEA-optimized-c99955.031.03478523750.002946175110010.003136082741426.72615187058e-072.17214273704e-060.00.00.00.00.00.08.524950.3186090617212017-07-12 15:23:392017-08-01 09:50:44
moeavan-optimized100000.00.00.003083947029570.006352008935436.03199480625e-050.0001278341428080.00.00.00.00.00.0251.56028.965788083482017-07-12 14:05:092017-08-01 09:50:44
ESPEA-naive99955.9531.65351065590.003115053320210.002064855582633.29844717151e-076.5729300184e-070.00.00.00.00.00.07.287950.2636290206452017-08-01 09:13:392017-08-01 09:50:44
moeavan97713.057060.318387590.009734889327910.004851562680110.007612552248590.003847960237160.2741638178960.3309687399830.3506763730270.3909959866242.086089603921.58104705778131.8804566.5498162017-07-12 14:47:272017-08-01 09:50:44
DMLS99980.1513.20795215010.01468144823880.00625904372292.31441292236e-052.25878536151e-050.00.00.00.00.00.05.029350.1204960252672017-07-12 14:31:282017-08-01 09:50:44
IBMOLS-fon99922.550.83357779640.01537622102890.005333628826042.18833157637e-052.10245646534e-050.00.00.00.00.00.06.61560.618089109572017-07-12 14:32:192017-08-01 09:50:44
DMLS+ds99985.411.40360053940.01631388240230.004574710718072.57129520543e-052.05562038605e-050.00.00.00.00.00.04.968050.2023848535522017-07-12 14:28:422017-08-01 09:50:44
PredatorPrey99896.964.77808271320.01687117096110.01072630872450.004204601648180.003311011360180.0767908256790.1272435328370.0692230743860.1241962152340.4764331743970.7784619139869.60766.137933154622017-07-12 15:22:142017-08-01 09:50:44
la hillclimb jr99998.650.489360484930.01865723939750.00439621837318.16104761612e-059.13888084293e-050.00.00.00.00.00.05.79960.5522391167832017-07-12 14:05:592017-08-01 09:50:44
SLS15101868.7686.267026440.03999467824890.01089568911230.0009115659959160.0004560402749410.00.00.00.00.00.01.93840.3547442963452017-07-12 15:22:382017-08-01 09:50:44
MultisetGA99936.00.00.04996186443380.01455509485260.003763529840670.002054271767090.00.00.00.00.00.04.45560.1159538928332017-07-12 13:39:462017-08-01 09:50:44
Random Search100000.00.00.1028455879290.04610241882360.01834587027670.01063429289330.0001736466112070.000137453138790.0001699023267560.0001160251982950.002773956226270.002752848775082.114350.4459868153592017-07-12 13:37:492017-08-01 09:50:44
SLS15 SA201618.5340.6984312450.1100788551510.03567784251220.0177625925110.01029057477710.1423730613820.2405605690690.00.00.00.08.947851.073006807012017-07-12 13:42:302017-08-01 09:50:44

dtlz2

Genotype: <Double String> Objectives: 3

optimizerevaluations(avg)evaluations(dev)indicator_dominance(avg)indicator_dominance(dev)indicator_hypervolume(avg)indicator_hypervolume(dev)objective_f1(avg)objective_f1(dev)objective_f2(avg)objective_f2(dev)objective_f3(avg)objective_f3(dev)runtime(avg)runtime(dev)executedevaluated
ESPEA-naive99966.728.89017316080.03752827648950.00139093534160.003419944608450.0001640701728754.51496643962e-184.34067696639e-180.00.00.00.07.09480.1969912100632017-08-02 00:02:532017-08-02 01:06:14
MIPESA II100000.00.00.0378977977950.005078905232720.002906802266870.0001456731668043.74974912693e-333.24589495567e-370.00.00.00.015.67040.5309255473622017-07-13 04:03:432017-08-02 01:06:14
ESPEA-optimized-c99965.027.43413164190.0392478830380.002406462226850.003485063721660.0001372504515824.71465517564e-184.46251819887e-180.00.00.00.07.272850.4989591561182017-07-13 04:37:452017-08-02 01:06:14
IPESA II100000.00.00.04211121670720.004968383786260.003342775904650.000228336392643.75406188717e-336.25157635943e-360.00.00.00.017.098051.137143580942017-07-13 03:05:082017-08-02 01:06:14
Mocell99901.00.00.04489479611720.005337605672220.003415143389630.0001446407636453.7494293269e-334.70600928907e-380.00.00.00.013.481550.6342610681982017-07-13 04:39:072017-08-02 01:06:14
NSGA-III-tournament100000.00.00.064315408460.005018329857780.007301141128250.0003610307973573.74940736118e-337.43719878206e-390.00.00.00.016.42740.6441844619772017-07-13 04:40:572017-08-02 01:06:14
MEMO Improved99944.543.38748303610.06976560545310.008325647003350.007401941025980.0005274429719752.62910005127e-193.95537518257e-190.00.00.00.06.53720.1968765576382017-07-13 04:41:432017-08-02 01:06:14
NSGA-III100000.00.00.07071455758240.008895708390750.007608484434220.0004689117499893.74950333423e-331.31074342956e-370.00.00.00.016.868451.280704143292017-07-13 02:32:122017-08-02 01:06:14
MEMO99923.046.15762467660.07313050439410.009551057483050.007665316088270.0007496142417055.41303479138e-201.2576642895e-190.00.00.00.07.368750.6039185963792017-07-13 04:01:022017-08-02 01:06:14
la hillclimb jr99998.80.4103913408340.0735524590340.007770461743720.01252977769140.005678737711581.22034642053e-183.01483470142e-180.00.00.00.06.952050.5203256546072017-07-13 03:03:232017-08-02 01:06:14
DMLS+ds99977.9514.72725722130.07375055111320.004151963889560.007890913106160.0001960236508113.74939961938e-332.09687902437e-400.00.00.00.04.032150.1515926935472017-07-13 03:43:252017-08-02 01:06:14
SPEA 2 no tournament100000.00.00.07505658365170.006943428467420.008084959924560.000543784202113.75491442028e-335.4813562449e-360.00.00.00.023.49580.7061366797772017-07-13 04:08:002017-08-02 01:06:14
DMLS99974.515.37427790350.07550837601890.00515413827850.007993365225220.0002368677966273.74939963324e-331.46153614474e-400.00.00.00.03.90470.1104083806892017-07-13 03:45:122017-08-02 01:06:14
SPEA 2100000.00.00.07596223971150.007768497699890.007981601203940.0005535040577683.75208791685e-331.82091144114e-360.00.00.00.025.160250.9723047970782017-07-13 02:35:082017-08-02 01:06:14
NSGA 2100000.00.00.07779464883720.01061826021580.008248656365590.0006700998048473.74955197691e-332.0067620115e-370.00.00.00.07.33030.3549760703572017-07-13 04:00:102017-08-02 01:06:14
NSGA-III-simple100000.00.00.07821024049780.00935997040160.009886250952960.003133581703066.64926107477e-189.49318156942e-180.00.00.00.017.61910.4666573069242017-07-13 03:08:582017-08-02 01:06:14
DEMO bin v2100000.00.00.07842413981380.01048828508630.008464873826770.000563787099663.7499507319e-334.72348452885e-370.00.00.00.080.542953.062039799582017-07-13 03:16:012017-08-02 01:06:14
SMS-EMOA63988.753242.151200650.07983080198170.009157051489270.008553827348020.0006817027629443.69178079868e-211.39035218601e-200.00.00.00.0300.45120.1505902771732017-07-13 04:33:092017-08-02 01:06:14
Improved NSGA-III.2100000.00.00.08001603636080.009379544001820.0083888014890.0006457713535153.7495727408e-331.37069011194e-370.00.00.00.05.32950.1442568980382017-07-13 03:44:102017-08-02 01:06:14
IBMOLS-fon99960.833.09571446260.08273722100270.006343490368110.0090132449770.0005170836438923.74940130621e-332.01933111383e-390.00.00.00.04.536050.4934366567362017-07-13 03:45:492017-08-02 01:06:14
GPSOMOD-optimized100000.00.00.08578829526350.005513536921440.01416554697120.005708976040770.0001044726367060.0001587631731780.0002716689570880.0006652450383750.0001101521668920.00019362591024510.771150.5592842488872017-07-13 04:02:122017-08-02 01:06:14
moeavan-optimized76048.73587.986579510.08673068829480.00871674095920.0119872993310.001229393467637.37968746135e-192.90093411065e-180.00.00.00.0300.588450.2074335594332017-07-13 03:02:312017-08-02 01:06:14
GPSOMOD-naive100000.00.00.09452038122960.02303664194250.03083602812860.01291793183090.002651044969260.01054006671980.0008411874949590.001398671542030.0004363802957770.001138330960775.915950.3274879628162017-07-13 02:37:222017-08-02 01:06:14
Elitism EA100000.00.00.1061910395540.01643944625810.03141698761560.01415913151754.67354303141e-181.25886020297e-171.34844634162e-186.03043536775e-180.00453059493260.009553105170454.141450.2314925200562017-07-13 03:44:412017-08-02 01:06:14
PredatorPrey99900.1552.95904574590.1266183683110.01922158655190.04225355028510.01823215907620.0006203112424170.001148488280450.00142409035440.003030692888780.008741711176180.016909271550327.767218.00565772952017-07-13 04:36:262017-08-02 01:06:14
SLS15 SA201503.65434.7500522080.1440202764950.01568368227640.03941156426660.01268266615142.27253143054e-185.15273164611e-180.00.00.00.013.971051.382132200052017-07-13 02:36:322017-08-02 01:06:14
SLS15104704.251041.481478980.1457181173530.01492245629110.04900622304450.01214834973662.64437959061e-186.55839797931e-180.00.00.00.03.20690.1769519411412017-07-13 04:36:562017-08-02 01:06:14
MultisetGA99936.00.00.1492831422610.02077681614660.04551170602110.01363221631967.48891655738e-191.56734744824e-180.00.00.00.04.60610.729848282722017-07-13 02:32:492017-08-02 01:06:14
Random Search100000.00.00.1530939646580.01406502186430.05655006037010.009033668501143.33976949446e-062.36352435149e-062.53381529455e-061.83220093321e-062.14798764351e-051.94701099827e-052.52860.1619864841672017-07-13 02:30:322017-08-02 01:06:14
moeavan100000.00.00.1877421895340.0268398348380.167296008390.05343602766880.009319238865380.017476890170.1082283500970.1643424930980.197538819080.237738858284146.3357512.57759543532017-07-13 03:58:482017-08-02 01:06:14

dtlz3

Genotype: <Double String> Objectives: 3

optimizerevaluations(avg)evaluations(dev)indicator_dominance(avg)indicator_dominance(dev)indicator_hypervolume(avg)indicator_hypervolume(dev)objective_f1(avg)objective_f1(dev)objective_f2(avg)objective_f2(dev)objective_f3(avg)objective_f3(dev)runtime(avg)runtime(dev)executedevaluated
MIPESA II100000.00.00.0001459708851153.66554722034e-051.09825981642e-102.66826920868e-113.94304915465e-338.413169461e-340.00.00.00.012.54150.9926508104962017-07-12 08:44:042017-08-03 11:36:05
NSGA-III100000.00.00.0002103889829581.62284917972e-052.38406339115e-101.33578900587e-113.75887070769e-335.42637266713e-360.00.00.00.014.833250.6759700145172017-07-12 07:49:132017-08-03 11:36:05
NSGA-III-tournament100000.00.00.0002189279707453.50725800394e-052.38155994925e-101.66812527859e-113.75570332788e-335.65663110027e-360.00.00.00.016.09130.7245060822092017-07-12 09:16:482017-08-03 11:36:05
SPEA 2100000.00.00.000235381999112.56305985473e-052.51377418881e-101.7648820531e-113.75757372937e-331.89167217748e-350.00.00.00.019.29760.6962302553192017-07-12 07:51:302017-08-03 11:36:05
IPESA II100000.00.00.0002359952921180.0002609356681866.94483237585e-101.77777740291e-094.32419706439e-331.83740089727e-330.00.00.00.014.36011.399725270042017-07-12 08:20:482017-08-03 11:36:05
SPEA 2 no tournament100000.00.00.0002371476666332.5089568688e-052.55840826302e-102.05280115911e-113.75676986061e-335.97697879361e-360.00.00.00.020.623050.738562221662017-07-12 08:46:052017-08-03 11:36:05
NSGA 2100000.00.00.0002472015924163.3259947653e-052.68187538843e-101.3435524416e-113.75869575422e-335.06120102754e-360.00.00.00.07.536750.3665441561682017-07-12 08:40:582017-08-03 11:36:05
SMS-EMOA87443.754873.173578240.0002501872671912.73185486553e-052.67501476525e-101.96341797208e-114.54383798053e-332.02753655634e-330.00.00.00.0300.49840.09290935027452017-07-12 09:11:142017-08-03 11:36:05
Improved NSGA-III.2100000.00.00.0002578518160822.93826801096e-052.73981903831e-102.08217625619e-113.75754058553e-336.98091414906e-360.00.00.00.05.12390.5971287351282017-07-12 08:30:572017-08-03 11:36:05
Mocell99901.00.00.0002613600786120.0002913559432399.55637202704e-102.06211337974e-094.31688552387e-331.37257866311e-330.00.00.00.011.790450.5008588912532017-07-12 09:15:142017-08-03 11:36:05
NSGA-III-simple100000.00.00.0002825826003833.03349514143e-054.10661948891e-101.96326547098e-101.71385504046e-322.22979366868e-320.00.00.00.017.845850.6752480460422017-07-12 08:22:342017-08-03 11:36:05
DEMO bin v2100000.00.00.0003214469995430.0002576290469259.29114574166e-102.04357124285e-094.12487476336e-331.15373514836e-330.00.00.00.078.634153.485017968312017-07-12 08:29:282017-08-03 11:36:05
MEMO Improved99917.848.12877462980.0008353784857550.0004217961191024.46051870994e-096.12299297734e-091.28175063408e-323.53960256418e-330.00.00.00.06.443350.2155077907982017-07-12 09:17:342017-08-03 11:36:05
Elitism EA100000.00.00.0008787903647340.0001165341233310.0001601597432590.0002651137319535.42102690466e-181.29959559489e-172.06346831431e-189.22811084041e-180.07095149238140.199889444394.22430.2555541141582017-07-12 08:31:282017-08-03 11:36:05
MEMO99906.329.43163353660.001012291814380.0003980344875467.24186363099e-095.49144828157e-091.23920076446e-321.33894859732e-330.00.00.00.07.30920.2096823662992017-07-12 08:41:442017-08-03 11:36:05
GPSOMOD-naive100000.00.00.001579089305060.0008452412246180.001276347200850.00117375403070.2503356944530.5458954606740.3221467640740.7505411556510.3926306950540.6660644330624.939050.6200595451032017-07-12 07:53:332017-08-03 11:36:05
moeavan-optimized99610.3847.0614903420.001616726476180.00211603035134.6936696803e-068.1138755651e-061.31335206494e-185.85487630481e-180.00.00.00.0291.5218.948281728622017-07-12 08:18:152017-08-03 11:36:05
GPSOMOD-optimized100000.00.00.003309611523020.002102826560330.001146476558460.001812263059210.02007205841310.05380228121520.09953130398030.3819404562480.7540921010841.429909070349.918150.3870150649862017-07-12 08:42:452017-08-03 11:36:05
ESPEA-optimized-c99960.023.39590607460.004701261348230.005527542939781.82158559056e-065.85997701013e-065.41991425334e-176.10223312822e-170.00.00.00.08.3350.8979651851182017-07-13 15:25:452017-08-03 11:36:05
ESPEA-naive99968.9526.00500963880.004814834220060.003847909270378.72194935286e-071.68687326972e-062.8958260753e-173.69742681167e-170.00.00.00.07.063550.2255186945222017-08-03 11:05:282017-08-03 11:36:05
moeavan100000.00.00.01603809883040.006533800979820.01404248543330.007478269459620.344755408910.7604387687460.6040559541161.054327752749.361622772626.7251935680377.953552.018523182792017-07-12 08:39:332017-08-03 11:36:05
DMLS+ds99977.4514.31037533070.01612329016510.006873129361832.33143035005e-052.39162896637e-059.90051422567e-325.27351207264e-320.00.00.00.03.688650.1015533435142017-07-12 08:30:142017-08-03 11:36:05
IBMOLS-fon99928.436.68701189940.01644321552620.005860446367291.96635823406e-051.64501269497e-059.36372030508e-324.70083304444e-320.00.00.00.04.487950.1257338354162017-07-12 08:32:292017-08-03 11:36:05
DMLS99981.7514.78575060840.01752984267170.005665636540232.2366914719e-051.33741930016e-059.33022276703e-323.17729722589e-320.00.00.00.03.63610.09068679472142017-07-12 08:31:592017-08-03 11:36:05
PredatorPrey99900.5567.0455265590.02626627464980.01450443674890.008180296961380.007122848412380.1829095917190.3411917189350.03938198271080.13559373592.286217513163.4415456837921.1083510.47616821912017-07-12 09:13:272017-08-03 11:36:05
la hillclimb jr99998.60.502624689950.03305311459320.01114552022170.0002921378314460.0003243932573576.98209353265e-171.60919046591e-160.00.00.00.07.35741.12745075282017-07-12 08:19:162017-08-03 11:36:05
SLS15102002.3553.4079203590.06042291599110.01707403363340.002087974026040.001363824075321.89807888055e-164.54336003861e-160.00.00.00.02.447250.113359175332017-07-12 09:13:582017-08-03 11:36:05
MultisetGA99936.00.00.09194632865980.02503392289340.01378982392180.008685500429332.51486590652e-165.29601271221e-160.00.00.00.04.65310.1877441988732017-07-12 07:49:432017-08-03 11:36:05
Random Search100000.00.00.1272599393620.05303683392620.02724653028690.02254901708550.001225702294760.0009528530700750.000870597388380.0007756905014080.007089474876410.005451110421942.350750.1970043747842017-07-12 07:47:412017-08-03 11:36:05
SLS15 SA201565.8473.5749371040.1528090264350.04506467576380.05212939946450.02782044844951.156270298941.140393894090.00.00.00.012.1774.04980781872017-07-12 07:52:472017-08-03 11:36:05

dtlz4

Genotype: <Double String> Objectives: 3

optimizerevaluations(avg)evaluations(dev)indicator_dominance(avg)indicator_dominance(dev)indicator_hypervolume(avg)indicator_hypervolume(dev)objective_f1(avg)objective_f1(dev)objective_f2(avg)objective_f2(dev)objective_f3(avg)objective_f3(dev)runtime(avg)runtime(dev)executedevaluated
MIPESA II100000.00.00.03267493345970.005373931450390.002098709464790.0001160621136393.74986502629e-333.48785004773e-370.00.00.00.013.851351.015998667372017-07-12 11:03:252017-08-03 02:29:50
IPESA II100000.00.00.03966697335470.005579448894410.002493395579470.0001340599256363.75052103957e-338.81362567272e-370.00.00.00.015.705351.202257406322017-07-12 10:30:472017-08-03 02:29:50
Mocell99901.00.00.04884544435510.06170635738930.0201360468940.07984398884450.05000000034050.2236067992730.00.00.00.012.05791.575614964322017-07-12 11:34:102017-08-03 02:29:50
NSGA 2100000.00.00.06938099828850.006935744788770.006066882917690.0003781583768083.74946504327e-334.27619671189e-380.00.00.00.06.45980.1438876023332017-07-12 11:00:162017-08-03 02:29:50
DEMO bin v2100000.00.00.07361928338290.007359027710440.006460166765630.0004221414384233.74962449428e-332.021958582e-370.00.00.00.068.37693.107812954142017-07-12 10:38:182017-08-03 02:29:50
IBMOLS-fon99964.1527.21314504350.07429996352120.01306749258970.005583461934480.0003133011746132.75545577182e-173.12540807376e-170.00.00.00.04.38730.147674285972017-07-12 10:41:082017-08-03 02:29:50
Improved NSGA-III.2100000.00.00.08371807509460.05421858047570.02383855769540.07897376276120.05000000000250.2236067977610.00.00.00.04.517750.1339779538032017-07-12 10:39:352017-08-03 02:29:50
NSGA-III-simple95113.7521851.97431010.08529524841330.05355545380240.02436851356680.07885195933450.0500000683260.2236071033130.00.00.00.014.26333.101728280542017-07-12 10:32:152017-08-03 02:29:50
moeavan-optimized76289.79222.171145780.08550977173520.01072754377480.007389476936130.000763584564493.85106993029e-331.04224991851e-341.70751485257e-207.62227660176e-200.00.0300.621350.1789290582742017-07-12 10:28:352017-08-03 02:29:50
NSGA-III90432.529458.01215740.08684813778280.07680435975990.04092799145790.1089006328020.1000001543280.3077939806370.00.00.00.014.851054.82203103612017-07-12 09:58:052017-08-03 02:29:50
ESPEA-optimized-c99958.026.67543715420.09965544323480.09037996375970.02540373816530.03172963128632.4083258304e-172.82540840689e-170.00.00.00.06.945851.006752009132017-07-13 12:07:572017-08-03 02:29:50
ESPEA-naive99963.233.38073822150.09993247619050.090403995850.02542149585470.03174485203862.34040988037e-172.85862127811e-170.00.00.00.06.752850.5426402583662017-08-03 01:14:212017-08-03 02:29:50
SMS-EMOA69350.017843.27973160.1155972308190.08045572037240.03713930493120.08045277846260.05000000000350.2236067977660.00.00.00.0276.414674.85497641892017-07-12 11:30:282017-08-03 02:29:50
MultisetGA99936.00.00.1243909096770.01670304343440.02105991718850.006958955524512.12581740497e-172.75273920326e-170.00.00.00.05.56510.195685273632017-07-12 09:58:512017-08-03 02:29:50
SLS15 SA201574.0524.5394972840.1315738520360.01819969689670.01910095764540.003949656733981.55406305683e-172.77025041933e-170.00.00.00.015.574951.507826964632017-07-12 10:02:362017-08-03 02:29:50
SLS15102501.75583.3686994290.1331092501470.02111345198440.01961408021880.003874558880536.6534046537e-182.04853756996e-170.00.00.00.02.582850.1154448033982017-07-12 11:32:542017-08-03 02:29:50
Random Search100000.00.00.1369925762120.01626422955110.02944874054750.006020074585510.001443438602210.000947414061730.00.00.00.02.321250.9377474620772017-07-12 09:56:312017-08-03 02:29:50
MEMO Improved99897.259.6194952220.1387375123090.04066669908330.02506891463340.01763358104465.47764493683e-331.32845660269e-336.04211499495e-1392.70211597132e-1382.02316223708e-1579.04785658322e-1575.678250.1406170143932017-07-12 11:36:192017-08-03 02:29:50
SPEA 2 no tournament100000.00.00.1405029492290.08409209351570.04671805998680.07991587830990.05000000000250.2236067977610.00.00.00.019.20353.288262515132017-07-12 11:05:202017-08-03 02:29:50
NSGA-III-tournament91276.2526874.28759770.1448259700130.09644218750990.06329827474790.1057213695950.1000000009620.3077935085870.00.00.00.012.906153.532629649352017-07-12 11:35:332017-08-03 02:29:50
MEMO99902.450.60933968310.1459661521610.05342269110110.02889248583220.02138647111275.51081034718e-331.42082352076e-334.33978196736e-1451.94067703321e-1445.84419045452e-1571.89094506032e-1566.851050.1781431934382017-07-12 11:01:022017-08-03 02:29:50
SPEA 2100000.00.00.1510018896690.09806696614070.07837463735030.1246260996430.1500000000280.3663475486010.00.00.00.020.87027.933434191012017-07-12 10:01:012017-08-03 02:29:50
DMLS+ds99978.913.43561645310.1604738553230.08638531113780.06642792518080.1048029225260.1000000000180.3077935056810.00.00.00.03.37570.1813850513192017-07-12 10:39:042017-08-03 02:29:50
moeavan100000.00.00.1789047623820.06292090415630.05100502932810.02760422985565.49065370536e-171.75963823776e-177.43074106287e-072.33994373613e-062.5160762778e-088.61952811401e-08193.2948544.02510341212017-07-12 10:58:502017-08-03 02:29:50
DMLS99977.413.29186533980.1864024958370.08568857924070.09044291126760.1196272936760.1500000000210.3663475485850.00.00.00.03.29730.1790604426032017-07-12 10:40:362017-08-03 02:29:50
PredatorPrey99904.9552.14703402780.2116088753940.09983560845350.12827008830.1265779989130.2479370855860.3648345844121.74204725452e-1690.05.2432087853e-2060.016.60058.753279977722017-07-12 11:32:242017-08-03 02:29:50
Elitism EA100000.00.00.2441123644520.04296297725530.1701970621710.08509522895870.3547498868060.2823134994635.45659375195e-2280.03.05605487927e-2310.03.49950.09753083183232017-07-12 10:40:052017-08-03 02:29:50
GPSOMOD-optimized100000.00.00.2556155227980.09379056625640.2604373251620.1559608122140.7028021503490.4658788766061.96678580572e-776.07452902403e-772.46633546631e-821.10236630447e-818.629350.3631330443442017-07-12 11:02:032017-08-03 02:29:50
GPSOMOD-naive100000.00.00.2774250962160.07672207763920.2951893359760.13230414450.7999647015660.4100618617972.02263454436e-619.04549666966e-612.32338926318e-807.41775278586e-806.274150.2318101026362017-07-12 10:03:262017-08-03 02:29:50
la hillclimb jr99998.70.4701623459820.3061262151940.0130913364310.3196280517240.09707243323860.8500132184220.3663532457380.00.00.00.04.2540.9508663086062017-07-12 10:29:132017-08-03 02:29:50

dtlz5

Genotype: <Double String> Objectives: 3

optimizerevaluations(avg)evaluations(dev)indicator_dominance(avg)indicator_dominance(dev)indicator_hypervolume(avg)indicator_hypervolume(dev)objective_f1(avg)objective_f1(dev)objective_f2(avg)objective_f2(dev)objective_f3(avg)objective_f3(dev)runtime(avg)runtime(dev)executedevaluated
PredatorPrey99891.657.25878466270.1998870995610.05247051010430.09809380472240.03903251794710.0022774678110.007881074276630.001988911278570.006985933543350.01034293118640.012378340577326.303614.25866030252017-07-13 11:41:162017-08-03 00:51:06
Mocell99901.00.00.202007844230.0006880702143960.09746988758934.42964525313e-054.32978064467e-175.71073504057e-244.32978061905e-175.11325767178e-240.00.010.578550.6082401252792017-07-13 11:43:432017-08-03 00:51:06
ESPEA-naive99949.026.33788546040.2023491540680.0005813476509010.09792061421178.73310260481e-054.33382103108e-177.58093901636e-204.33297959024e-177.72416359557e-200.00.07.054350.2372290199252017-08-03 00:31:122017-08-03 00:51:06
MIPESA II100000.00.00.2024953589120.001006401866750.09781854384058.31376968103e-054.32978051719e-172.42222488665e-244.32978052002e-172.10274160958e-240.00.010.523951.019311247082017-07-13 11:28:492017-08-03 00:51:06
ESPEA-optimized-c99960.028.28427124750.2026266371840.001048574640190.09794455562466.26231296464e-054.3330592527e-175.36194739697e-204.33506525217e-178.49356277765e-200.00.07.50960.382785414672017-07-13 11:42:352017-08-03 00:51:06
IPESA II100000.00.00.2031668698510.001836733351220.09803734402390.0002107030712534.32978984984e-176.57095823632e-234.32978905198e-176.97267971989e-230.00.011.761751.080291669922017-07-13 10:36:112017-08-03 00:51:06
la hillclimb jr99998.750.4442616583190.2043942510620.002507016705960.09989085357796.27844594586e-054.32978028257e-172.74211682774e-264.3297802827e-172.51998937297e-260.00.07.120850.2613167618052017-07-13 10:34:542017-08-03 00:51:06
NSGA-III-simple100000.00.00.2053046756040.004724211873920.1014626133530.00066497721094.32991361476e-172.35850817119e-214.32995126495e-172.53520633047e-210.00.019.01190.634744780872017-07-13 10:37:572017-08-03 00:51:06
DMLS+ds99976.712.11393282220.2055372298990.002575704020510.1000826304110.0001315925350624.32978032239e-174.52095615153e-254.32978030549e-171.69749523052e-250.00.03.990550.1518179224562017-07-13 11:12:432017-08-03 00:51:06
GPSOMOD-naive100000.00.00.2058994722020.004049317617340.1212688159160.02594660590810.00470537542290.01416680931380.004705777031780.0141667826920.0718153528290.1018093259725.56520.2272143898332017-07-13 10:08:542017-08-03 00:51:06
DMLS99974.012.12218496890.2059059013940.002308587700380.0999713618140.0001368752875034.3297803172e-173.36497520849e-254.32978030629e-172.56894661879e-250.00.04.04450.1439577788982017-07-13 11:14:282017-08-03 00:51:06
MEMO Improved99922.839.97841522890.2061022890430.004184485723660.1008350894690.0005003642066044.32986299678e-171.81393767834e-214.32993758769e-175.92030680608e-210.00.07.03950.2138148485812017-07-13 11:46:032017-08-03 00:51:06
MEMO99947.239.29858709120.2068387270650.003001534707640.1006493900880.0003857285708454.32978342898e-175.05243969533e-234.32978917523e-171.28704155592e-220.00.07.12120.2214641707982017-07-13 11:26:292017-08-03 00:51:06
NSGA-III-tournament100000.00.00.2069864606190.00420115524060.1005715534990.0003036456532374.32978029044e-171.08998475782e-254.32978029283e-172.6446050145e-250.00.016.364550.6020093088112017-07-13 11:45:172017-08-03 00:51:06
IBMOLS-fon99959.1523.95231007430.2074466176750.002894438644180.1007335809730.0003024363629824.32978051858e-171.77338983586e-244.32978048813e-171.05779774945e-240.00.04.408350.4933053154092017-07-13 11:15:012017-08-03 00:51:06
moeavan-optimized90718.64917.5862650.2089947645660.004994950853630.103213372520.001007114464424.34159206874e-171.5857796283e-194.3512147014e-173.20034578661e-190.00.0300.43150.2332621069232017-07-13 10:34:032017-08-03 00:51:06
Improved NSGA-III.2100000.00.00.2090114989640.007585081507510.102341440080.0009300191977034.32978061638e-172.06655247294e-244.32978057184e-172.93779902461e-240.00.04.85460.7097922157042017-07-13 11:13:262017-08-03 00:51:06
DEMO bin v2100000.00.00.2092936571110.009230172724560.1028975844680.001642055458764.32978212001e-171.31048915894e-234.32978169447e-171.02183255205e-230.00.078.300454.075385967842017-07-13 10:44:512017-08-03 00:51:06
NSGA 2100000.00.00.2101192936710.009883969990550.1025356076910.001549702393654.32978082533e-176.38624542532e-244.32978050828e-172.57744996953e-240.00.06.990450.234421005662017-07-13 11:25:432017-08-03 00:51:06
NSGA-III100000.00.00.2109645709580.006159828503780.1009349472960.0004656291934514.32978028402e-173.41925749866e-264.32978028484e-174.16519474722e-260.00.017.7160.6903984356882017-07-13 10:03:512017-08-03 00:51:06
GPSOMOD-optimized100000.00.00.2123577122440.005930852182320.1071049045260.009574059599360.003605193621810.01485076697580.003605246366430.01485076639590.01537576710190.025198499866510.49610.8110475292712017-07-13 11:27:392017-08-03 00:51:06
moeavan100000.00.00.2138698069240.0136066973610.2642644333570.0499012083130.2378889873790.1555683574490.2432347200450.1598809615080.12962154470.237738398687102.03016.321748275012017-07-13 11:24:212017-08-03 00:51:06
SMS-EMOA100000.00.00.2144651075020.0104826064270.104189100430.002111974312534.32979948705e-171.69127164066e-224.32980651196e-172.27174177672e-220.00.090.222251.804293909862017-07-13 11:38:412017-08-03 00:51:06
Random Search100000.00.00.2208952449190.007884410392580.1177864950540.004222631291921.9588323659e-052.00612391591e-051.63637977396e-051.30388534594e-052.14798764351e-051.94701099827e-052.52780.172517764152017-07-13 10:02:042017-08-03 00:51:06
SPEA 2100000.00.00.2216418261570.01820817049820.1065362616160.003571514303454.32978040243e-171.38837463027e-244.32978049814e-172.53768019783e-240.00.022.75980.9979542020922017-07-13 10:06:472017-08-03 00:51:06
MultisetGA99936.00.00.2216604528410.01085271212460.1136311900010.002613815383484.4915546492e-178.11703593865e-194.49816801496e-179.02110979258e-190.00.05.238750.204943092232017-07-13 10:04:362017-08-03 00:51:06
SLS15102396.6617.9167377060.2263671151740.01042276882050.1254498178450.005687026417854.56198401231e-171.33130637876e-184.53517931741e-171.38912839523e-180.00.02.80020.1550540143582017-07-13 11:41:472017-08-03 00:51:06
SLS15 SA201314.8471.3815752380.2282413098490.01126643080970.1205989994370.00518168793554.50116796586e-178.75357899689e-194.4975095067e-171.06213613509e-180.00.012.5951.249840200312017-07-13 10:08:052017-08-03 00:51:06
Elitism EA100000.00.00.2295241299990.01242303650530.1167477483010.006207744600754.32978028214e-172.36460653792e-264.32978028191e-171.19025910429e-260.008398005130030.01549676011924.32760.2167043583952017-07-13 11:13:572017-08-03 00:51:06
SPEA 2 no tournament100000.00.00.2330371379120.01738579199620.1075984595280.00260287082734.32978988249e-178.32780902694e-234.32978750521e-176.44365034327e-230.00.021.164450.7401720621442017-07-13 11:30:502017-08-03 00:51:06

dtlz6

Genotype: <Double String> Objectives: 3

optimizerevaluations(avg)evaluations(dev)indicator_dominance(avg)indicator_dominance(dev)indicator_hypervolume(avg)indicator_hypervolume(dev)objective_f1(avg)objective_f1(dev)objective_f2(avg)objective_f2(dev)objective_f3(avg)objective_f3(dev)runtime(avg)runtime(dev)executedevaluated
Mocell99901.00.00.08338200307450.0001930733399590.01724049230377.66424116094e-064.32978028118e-171.26461595557e-324.32978028118e-171.26461595557e-320.00.011.244150.7325995728982017-07-13 06:31:242017-08-03 13:07:07
ESPEA-optimized-c99954.026.832815730.08342783878490.0001921242895760.01723036233241.33099182517e-054.32978028118e-171.26461595557e-324.32978028118e-171.26461595557e-320.00.09.442850.7896561726812017-07-13 06:30:112017-08-03 13:07:07
MIPESA II100000.00.00.08343090381960.0002851324424010.01730124065152.6661358075e-054.32978028118e-171.26461595557e-324.32978028118e-171.26461595557e-320.00.010.87890.8529360375852017-07-13 06:13:202017-08-03 13:07:07
IPESA II100000.00.00.08379130244740.0005915896812270.01734428286063.03641918002e-054.32978028118e-171.26461595557e-324.32978028118e-171.26461595557e-320.00.011.14021.205624651372017-07-13 05:16:512017-08-03 13:07:07
ESPEA-naive95011.1522147.01499730.08437355714260.004317340394470.01753614663680.001387228454174.32978028118e-171.26461595557e-324.32978028118e-171.26461595557e-320.00.08.547451.946194437062017-08-03 11:47:292017-08-03 13:07:07
IBMOLS-fon99896.4586.33562111720.08460359298250.0007742994504990.01768119780661.40806764754e-054.32978028118e-171.26461595557e-324.32978028118e-171.26461595557e-320.00.04.238050.2137862865482017-07-13 05:58:422017-08-03 13:07:07
DMLS99981.213.70593417390.08473202438710.0008261856954240.01767332715224.93892940337e-064.32978028118e-171.26461595557e-324.32978028118e-171.26461595557e-320.00.03.750950.1515208774912017-07-13 05:58:122017-08-03 13:07:07
NSGA-III-simple100000.00.00.08476748368640.001251335707570.0179152895350.0001354687320594.32978028118e-171.26461595557e-324.32978028118e-171.26461595557e-320.00.019.176750.5299666201012017-07-13 05:22:092017-08-03 13:07:07
la hillclimb jr99998.750.4442616583190.08495676111370.0006490947962430.01767225132418.41753173808e-064.32978028118e-171.26461595557e-324.32978028118e-171.26461595557e-320.00.07.5391.288159805392017-07-13 05:15:392017-08-03 13:07:07
DMLS+ds99975.7513.58356204740.0850227789940.000801897704590.01767711545376.61645419811e-064.32978028118e-171.26461595557e-324.32978028118e-171.26461595557e-320.00.03.96660.1362410402662017-07-13 05:56:242017-08-03 13:07:07
NSGA-III100000.00.00.08507529176590.001221334144430.01773585824933.2940574505e-054.32978028118e-171.26461595557e-324.32978028118e-171.26461595557e-320.00.017.51050.6300430645262017-07-13 04:44:312017-08-03 13:07:07
NSGA-III-tournament100000.00.00.08528869657670.001373713535490.01773769502843.74223398554e-054.32978028118e-171.26461595557e-324.32978028118e-171.26461595557e-320.00.016.3660.5345113853352017-07-13 06:33:142017-08-03 13:07:07
DEMO bin v2100000.00.00.08538216125180.002717730090460.01815642867340.0001787885308734.32978028118e-171.26461595557e-324.32978028118e-171.26461595557e-320.00.080.595953.22711476932017-07-13 05:29:152017-08-03 13:07:07
MEMO Improved99928.451.44685556350.08540427062790.001778513920760.0179410137620.0001792195374052.24508841726e-050.000100403406331.74816505191e-057.8180317839e-050.00.06.73310.215309544612017-07-13 06:34:002017-08-03 13:07:07
Improved NSGA-III.2100000.00.00.08543604738590.00202642261130.01799739688280.0001384810121254.32978028118e-171.26461595557e-324.32978028118e-171.26461595557e-320.00.05.186150.1508510157322017-07-13 05:57:102017-08-03 13:07:07
MEMO99934.637.94511271490.08545367198670.001719693912390.0179299312630.0001632660679854.40173006934e-171.21467279736e-184.39971655347e-171.30728358325e-180.00.07.2930.2626678911722017-07-13 06:11:002017-08-03 13:07:07
NSGA 2100000.00.00.08577914420180.002147518759690.01812238896510.0002161966552744.32978028118e-171.26461595557e-324.32978028118e-171.26461595557e-320.00.06.902650.1975410084012017-07-13 06:10:142017-08-03 13:07:07
SMS-EMOA100000.00.00.08647487894320.002555210094910.01828083104740.0002437677947764.32978028118e-171.26461595557e-324.32978028118e-171.26461595557e-320.00.092.762657.150347987672017-07-13 06:27:262017-08-03 13:07:07
moeavan-optimized36646.253691.043510630.08714006278470.00482016934790.02376746946650.0071576872717.59438074168e-176.92996773335e-175.22859855537e-173.0628236054e-170.01316276233640.0409317987108300.58550.1711741188012017-07-13 05:14:462017-08-03 13:07:07
SPEA 2 no tournament100000.00.00.09120796861540.006667451020840.01890388403940.000484353221284.32978028118e-171.26461595557e-324.32978028118e-171.26461595557e-320.00.022.10770.6089614195712017-07-13 06:18:532017-08-03 13:07:07
SPEA 2100000.00.00.09398260362510.00733060340440.01899757235690.0004888055095774.32978028118e-171.26461595557e-324.32978028118e-171.26461595557e-320.00.022.541951.142631149912017-07-13 04:47:252017-08-03 13:07:07
moeavan100000.00.00.09870031388070.01159386003640.1749293085330.03769300172950.2868872700110.2767720751060.2945433560110.2785005376640.3776712860770.371837647295115.042259.083462369522017-07-13 06:08:542017-08-03 13:07:07
Elitism EA100000.00.00.1201116144440.004759939269250.07755197852470.01196295564674.32978028118e-171.26461595557e-324.32978028118e-171.26461595557e-320.018343785820.02896669337593.520550.09552319916622017-07-13 05:57:412017-08-03 13:07:07
GPSOMOD-optimized100000.00.00.1372841153870.01829683113180.07374745211110.01247481124550.00709881792630.02917998719750.006771414377280.02801226762050.002308825870350.0024646460084110.576050.5003857958982017-07-13 06:12:072017-08-03 13:07:07
GPSOMOD-naive100000.00.00.145400696510.01899889124090.09962424431780.04242174237540.06793944662590.1230102126730.09614013981970.2059748660890.002477835974150.003623552559125.726850.2409062440472017-07-13 04:49:372017-08-03 13:07:07
PredatorPrey99907.760.30021384270.2662079725410.07830072039340.1863788906990.04878273075930.0008123361241510.002184794026920.01329155581790.0468278029080.0257413981570.037279816614410.30986.410193827432017-07-13 06:28:362017-08-03 13:07:07
SLS15 SA201319.2405.9041369840.3707512941970.05932245909770.2776968332840.05811464553595.53865119847e-171.56291456562e-175.43533868798e-171.41469054259e-170.00.014.510451.901043300122017-07-13 04:48:492017-08-03 13:07:07
SLS15103519.8817.3358904970.372443354830.04174981186630.2660369974580.04138679883565.10250284581e-178.3165363662e-184.98398622299e-176.55381686246e-180.00.03.16220.1955092136742017-07-13 06:29:072017-08-03 13:07:07
MultisetGA99936.00.00.4499816327850.03130249826740.3442148846640.02490163013365.77409249877e-173.18673774605e-175.31539524656e-171.14039941721e-170.00.05.374250.2025495066192017-07-13 04:45:172017-08-03 13:07:07
Random Search100000.00.00.4666852846780.02463018208310.3944817354150.01592700745526.68179659348e-057.83781782265e-054.20954270921e-053.45945619994e-058.49534804773e-057.44669548747e-052.767450.1612834950932017-07-13 04:42:452017-08-03 13:07:07

dtlz7

Genotype: <Double String> Objectives: 3

optimizerevaluations(avg)evaluations(dev)indicator_dominance(avg)indicator_dominance(dev)indicator_hypervolume(avg)indicator_hypervolume(dev)objective_f1(avg)objective_f1(dev)objective_f2(avg)objective_f2(dev)objective_f3(avg)objective_f3(dev)runtime(avg)runtime(dev)executedevaluated
PredatorPrey99893.2549.81109050040.2312643165320.1161057877010.1609237970960.08900705814710.003468459693540.005440056956070.006527514291220.008416625424850.0001043156930030.00011784633640111.915057.246083707952017-07-18 10:47:162017-08-02 01:22:25
DMLS99983.4513.26838347350.3267502711566.68336239852e-080.4914060801970.006700870313850.00.00.00.01.307004587612.67335058338e-073.25060.1181904796242017-07-18 10:04:012017-08-02 01:22:25
DMLS+ds99979.012.16119800190.326750335661.8811622111e-070.4873887069780.006688127420230.00.00.00.01.307004845637.52464241765e-073.59260.1919502128432017-07-18 10:02:282017-08-02 01:22:25
IBMOLS-fon99945.034.54059396680.3267506737985.01623025956e-070.4919463383570.00781897048940.00.00.00.01.307006198182.00648861023e-063.87210.0909001186962017-07-18 10:04:322017-08-02 01:22:25
NSGA-III-tournament100000.00.00.3267575524495.77970541011e-060.482657277240.007857937809850.00.00.00.01.307033712742.31187929759e-0515.020.2624044688322017-07-18 10:51:202017-08-02 01:22:25
NSGA-III100000.00.00.3267597261278.18611319992e-060.4814443043680.007230699060820.00.00.00.01.307042407453.27444114013e-0516.00870.8427192265142017-07-18 08:55:292017-08-02 01:22:25
SMS-EMOA95910.05736.605680790.3267845001811.34579254704e-050.4779667787880.006139109291820.00.00.00.01.307141503535.38316319253e-05283.9477514.2808409672017-07-18 10:45:572017-08-02 01:22:25
DEMO bin v2100000.00.00.326802095553.67964683621e-050.4805011951750.005536154971270.00.00.00.01.307211884920.00014718568234871.649252.942638860022017-07-18 09:35:542017-08-02 01:22:25
NSGA 2100000.00.00.3268107745334.2178167259e-050.4802345131140.00636288843550.00.00.00.01.307246600810.0001687124500486.33430.160605466252017-07-18 10:17:032017-08-02 01:22:25
Improved NSGA-III.2100000.00.00.3268178988134.55273894942e-050.4805961920590.005235719312640.00.00.00.01.307275097880.0001821093210674.531750.08877640452282017-07-18 10:02:592017-08-02 01:22:25
SPEA 2100000.00.00.3268683601617.11472616636e-050.4779079392580.005553776938740.00.00.00.01.307476943020.00028458867550821.94460.5579442907492017-07-18 08:58:012017-08-02 01:22:25
SPEA 2 no tournament100000.00.00.3269704174248.95283521236e-050.4789534545470.007969196412370.00.00.00.01.307885171540.0003581129430919.97630.4778441829282017-07-18 10:22:012017-08-02 01:22:25
Mocell99901.00.00.3270516518640.0002513651177510.460323857420.001493775541310.00.00.00.01.308210108880.0010054591639511.783150.2170014006752017-07-18 10:49:492017-08-02 01:22:25
IPESA II100000.00.00.3270988130440.0002148638708880.4639430770020.002755820036470.00.00.00.01.308398753350.00085945436436318.07057.686800727292017-07-18 09:28:022017-08-02 01:22:25
MIPESA II100000.00.00.3274505618140.0004261254384190.4621803106430.001829436193010.00.00.00.01.30980574660.0017044995365611.997750.5726781841762017-07-18 10:20:062017-08-02 01:22:25
NSGA-III-simple100000.00.00.3275708638040.0005103393348010.4849545113980.009640174595490.00.00.00.01.310286953930.0020413546857716.22790.2104043475642017-07-18 09:29:332017-08-02 01:22:25
MEMO Improved99921.137.54842487410.328538101180.00162115229610.4845020301480.007557808762780.00.00.00.01.31415589840.006484600748836.161950.1304488102872017-07-18 10:52:062017-08-02 01:22:25
MEMO99927.347.89143424130.3285591572730.001324334145130.4823220693630.006941267416170.00.00.00.01.314240122660.005297329689596.15420.1393400233432017-07-18 10:17:492017-08-02 01:22:25
ESPEA-optimized-c99960.039.47017528260.3285989326930.001260415799570.4593235461980.001093869697530.00.00.00.01.314399224140.005041656640127.04880.2196199108992017-07-18 10:48:332017-08-02 01:22:25
ESPEA-naive99963.038.53911205380.3287212565160.001401138385420.4592850098470.00104998618440.00.00.00.01.31488851880.005604546251667.26520.1777477810952017-08-02 01:19:302017-08-02 01:22:25
Random Search100000.00.00.3564804117830.004598451851810.5189388494390.006196562263269.8157451685e-068.79093622099e-069.7060014707e-067.74883530812e-061.425924995430.01839378348032.194150.5837490696492017-07-18 08:53:542017-08-02 01:22:25
GPSOMOD-optimized100000.00.00.3576905703240.0422855840030.5069905161950.03199159247870.000496282853980.0008763444638090.001079785476720.002206721021531.43076562330.1691421159959.648450.2808823456632017-07-18 10:18:492017-08-02 01:22:25
moeavan-optimized74050.38779.623706720.3629083099960.01969591689830.5165332000470.01691068728740.0002525676612670.001129516919020.00.01.451636554840.0787835651129300.669850.1747067543062017-07-18 09:25:072017-08-02 01:22:25
MultisetGA99936.00.00.3668254342560.01106182670180.5300357163420.01081123628250.00.00.00.01.467305031490.0442472492514.76360.1419504732012017-07-18 08:56:002017-08-02 01:22:25
SLS15 SA201548.35571.7781383310.3781558148160.01193783843590.5385219443390.01112451224080.00.00.00.01.512626494780.047751291630111.09691.172539883732017-07-18 08:59:152017-08-02 01:22:25
SLS15106143.351246.5396430.3915503974390.01201064071050.5482625319850.01116878928940.00.00.00.01.566204755580.0480425003492.849250.2275514690192017-07-18 10:47:472017-08-02 01:22:25
Elitism EA100000.00.00.3975456287490.0140115312480.5505243597020.01192298332070.00.00.00.01.590185649630.05604605208932.91550.06777555839532017-07-18 10:03:302017-08-02 01:22:25
moeavan100000.00.00.3999643111520.02487809083210.5565941355190.02036365970310.02717317057490.02028761975610.01564502892550.01227055061961.599860366650.0995122338858125.38986.756271298032017-07-18 10:15:422017-08-02 01:22:25
GPSOMOD-naive100000.00.00.4028567667880.07898543497090.5390171518180.06437530546060.003253904861560.006068495990270.00263831901510.005481549526571.611430174150.3159413289144.755850.5976015460952017-07-18 08:59:572017-08-02 01:22:25
la hillclimb jr99998.80.4103913408340.5485767313010.07408635531710.6877102277720.07199984928750.00.00.00.02.194309274010.296345035798.49863.677684317182017-07-18 09:26:142017-08-02 01:22:25

dtlz_bin1

Genotype: <Binary String> Objectives: 3

optimizerevaluations(avg)evaluations(dev)indicator_dominance(avg)indicator_dominance(dev)indicator_hypervolume(avg)indicator_hypervolume(dev)objective_f1(avg)objective_f1(dev)objective_f2(avg)objective_f2(dev)objective_f3(avg)objective_f3(dev)runtime(avg)runtime(dev)executedevaluated
MEMO99917.854.08531272570.001889977934830.0006876655939363.93523082498e-071.35788585174e-062.93435685709e-131.02569442644e-121.96450479441e-136.41422675054e-137.73343182823e-073.25154400505e-067.885150.712942846682017-07-21 08:27:482017-08-02 22:22:05
ESPEA-optimized-c99967.024.51637476420.003174212091420.001646720304962.82397805462e-073.28017780589e-070.00.07.11477120067e-101.07416407912e-094.3266915535e-091.88397421733e-098.44840.7429784582842017-07-21 09:00:252017-08-02 22:22:05
ESPEA-naive99949.322.35385284110.003473298667380.001790402021163.85672515468e-074.42310934334e-071.64844091209e-107.37205187265e-103.1469423703e-104.0155191727e-104.81204530412e-092.15892708311e-097.790750.8119284305382017-08-02 22:21:542017-08-02 22:22:05
MIPESA II100000.00.00.003512800969310.001824688860845.02309822559e-074.71274388768e-071.47445312698e-062.89282076326e-065.31056899438e-071.57042125075e-066.92845423881e-081.07683424202e-075.932650.4942808997872017-07-21 08:29:502017-08-02 22:22:05
Mocell99901.00.00.003544835148240.001789315799164.61683219599e-074.85372542106e-070.00.00.00.04.40676787422e-092.021693654e-097.986550.6366337850882017-07-21 09:01:232017-08-02 22:22:05
GPSOMOD-optimized100000.00.00.003797634244840.002091424875961.2605590152e-051.117264732e-050.0001617711453290.000176111658360.0001219623595520.0001444635244220.0004805298798190.00038545252533312.351550.3724398185222017-07-21 08:29:042017-08-02 22:22:05
MEMO Improved99915.253.25568909570.005067514190320.002070436935053.48177024228e-063.08010338953e-060.0002102356862540.0004492770766910.0002688222530990.000326986808582.2759813475e-053.69530747063e-057.663650.5470547240022017-07-21 09:04:012017-08-02 22:22:05
Elitism EA100000.00.00.005266316796040.002382045078940.000133359878390.0001209906285650.002916021680750.003549688015940.003210783646760.004014849994160.01986617584280.02937555964715.828250.3655506120912017-07-21 08:23:402017-08-02 22:22:05
SPEA 2100000.00.00.005625988798820.002362295199081.08027997503e-061.07976763023e-061.92937039965e-108.62840673479e-107.62849021321e-083.34410188695e-076.55121617627e-095.88408482517e-0922.906551.781052039052017-07-21 07:44:402017-08-02 22:22:05
IPESA II100000.00.00.005640459243850.002191922633391.92073475235e-061.86115359006e-062.18361062421e-084.87496835736e-088.36653240421e-082.88825483311e-072.21087853836e-082.38160919595e-085.02730.4928126685832017-07-21 07:48:462017-08-02 22:22:05
NSGA-III100000.00.00.005718700735160.003607031404391.67184806863e-062.19011478957e-061.00339584872e-061.54136196711e-061.5186893341e-063.33624264281e-061.24675945479e-054.01471129637e-0518.768250.7696847526232017-07-21 07:41:402017-08-02 22:22:05
NSGA-III-tournament100000.00.00.006045835087740.003635511985342.52133641029e-064.71106169988e-062.66703878644e-076.59556962126e-077.1819358935e-081.66960815936e-072.30836306269e-066.32333936633e-0618.479950.4766620202822017-07-21 09:03:092017-08-02 22:22:05
Improved NSGA-III.2100000.00.00.006081046073130.00240435937771.55838112644e-061.18968099518e-061.73990937651e-087.76763925903e-081.11575697621e-084.61285280555e-086.24995512197e-092.11475920008e-096.82370.2091901929872017-07-21 08:22:542017-08-02 22:22:05
SPEA 2 no tournament100000.00.00.006096334374330.002618017333831.53291945224e-061.28113507204e-063.83836646377e-061.20723971314e-051.1564999678e-072.20488473088e-079.26473348384e-091.22428847785e-0821.104351.456652444732017-07-21 08:31:512017-08-02 22:22:05
DEMO bin v2100000.00.00.006556814156560.002560017997121.99727836895e-061.8064800892e-061.62207085652e-074.36659502136e-071.88371424565e-064.66392741071e-062.61812986416e-064.72663746946e-0679.507057.369916542232017-07-21 07:57:442017-08-02 22:22:05
NSGA 2100000.00.00.006650309148440.002404719992692.55675102769e-063.05724190199e-061.3614974466e-085.41763695306e-081.56012505264e-074.50031487754e-076.27729336293e-092.12026716294e-099.24690.4006523496292017-07-21 08:26:502017-08-02 22:22:05
NSGA-III-simple100000.00.00.006894453065870.001613665971896.61433491416e-065.22479993435e-063.70743926933e-053.79741606324e-050.0001069049357990.0002737887454720.0004419490489430.00062527061514119.230050.7478854735712017-07-21 07:50:352017-08-02 22:22:05
SMS-EMOA68840.02607.69862240.007723566948930.003131672248712.22510676454e-061.90656626277e-062.37204033246e-065.1771351124e-067.52901112924e-061.89430017243e-052.12386551562e-063.40705029252e-06300.45620.2051794080162017-07-21 08:57:012017-08-02 22:22:05
DMLS99979.714.65066910630.008207760797510.00567560523059.42046522947e-061.26165704304e-050.00.00.00.01.25734401577e-088.66848684738e-093.92890.233718881972017-07-21 08:24:112017-08-02 22:22:05
IBMOLS-fon99939.5531.26200821920.008761605571530.005655873736471.17102242556e-052.09178617651e-050.00.00.00.01.11517598703e-087.86180853146e-094.416850.5883636787072017-07-21 08:24:482017-08-02 22:22:05
DMLS+ds99977.615.01718314040.009826984566470.006755552486191.65317162275e-053.19347116347e-050.00.00.00.01.29614810956e-088.14454334857e-093.87510.1538402794432017-07-21 08:22:082017-08-02 22:22:05
PredatorPrey99892.6554.77540266250.01358200178780.007696196024810.00284516941980.002449974504870.06975832932460.1139032846070.05308969785920.07894770653540.5259616714080.88067053856818.76338.721535693482017-07-21 08:58:532017-08-02 22:22:05
la hillclimb jr99998.50.5129891760430.01627322128860.008721865476230.0001461763095440.0001615839789420.0007110427906740.0006838314148430.000807986019330.0009170712177740.007391207552240.00810009880217.374650.4283207449172017-07-21 07:47:592017-08-02 22:22:05
GPSOMOD-naive100000.00.00.01907955105230.01505604726960.0005822801417620.0006839531112370.0004608281298460.0005518087131810.0005779705271030.0009724508883850.002659622940560.004789987049257.803350.888158548852017-07-21 07:46:572017-08-02 22:22:05
SLS15102755.8726.4895116420.07353529742410.02491920579810.007859663521380.003131011770240.002974134523060.003552162331870.003769468858340.005152737292210.07822442158450.09291508683023.265250.1441464441752017-07-21 08:59:242017-08-02 22:22:05
Random Search100000.00.00.1071480472330.03880345036180.01453006326990.007708669848470.000214216798380.0001870353154310.0002138271500360.0001818703222180.003049032524390.001965265140623.21610.1307121787912017-07-21 07:39:512017-08-02 22:22:05
moeavan300.00.00.1077589143860.03903824022690.01952815656250.007785585447120.1215539997920.1150475915670.1098450254250.1500485663510.6212248178240.5998125876040.408750.04542648775192017-07-21 08:25:192017-08-02 22:22:05
MultisetGA99936.00.00.1178210297530.06307439229180.01714975952310.01092969452360.0004244126688110.000424992394840.000413208018760.0004204486489280.005163994104360.005329934563247.40820.4072729073392017-07-21 07:42:302017-08-02 22:22:05
SLS15 SA201462.05459.1499554380.1435142635690.04159257231050.03486043466510.01506839394860.1799987422010.1855167284870.01360645609930.01418118735550.09802878027610.13094930598213.10831.198553782032017-07-21 07:45:592017-08-02 22:22:05

dtlz_bin2

Genotype: <Binary String> Objectives: 3

optimizerevaluations(avg)evaluations(dev)indicator_dominance(avg)indicator_dominance(dev)indicator_hypervolume(avg)indicator_hypervolume(dev)objective_f1(avg)objective_f1(dev)objective_f2(avg)objective_f2(dev)objective_f3(avg)objective_f3(dev)runtime(avg)runtime(dev)executedevaluated
ESPEA-naive99945.4526.81216338270.03532518234610.003625952073440.002617756958320.0002363340082022.21445597376e-102.72974136944e-100.00.00.00.08.259550.795054349352017-08-01 19:40:042017-08-01 21:40:31
ESPEA-optimized-c99960.028.28427124750.03665465962770.00298291514570.002613215975040.0001833280680852.76641860812e-102.29807873816e-101.02010428254e-154.56204503982e-150.00.09.278750.9185808204422017-07-21 14:29:262017-08-01 21:40:31
Mocell99901.00.00.04493167826320.005521996952120.004638617547970.0003631218322584.37368770687e-119.93134110986e-111.1337418224e-115.01309368327e-110.00.010.595750.7038314597152017-07-21 14:30:362017-08-01 21:40:31
MIPESA II100000.00.00.04693519663280.005018725196430.003822050356420.000383251563635.2145872503e-076.42429280804e-073.53538172827e-073.24313235844e-076.53687232909e-071.46775792329e-0613.89130.8292401785272017-07-21 13:57:312017-08-01 21:40:31
IPESA II100000.00.00.05063642843520.006970903434290.004394912360430.0004620778248121.13067863018e-061.11787492522e-062.1201828729e-062.4882956359e-061.72673164851e-061.7372133386e-0615.23291.040720140352017-07-21 13:14:442017-08-01 21:40:31
la hillclimb jr99998.550.5104177855340.06875153688990.005725773184450.01262679172840.002054929082770.0001002659670528.67854984589e-053.4775602664e-054.57239671236e-050.0004842681603090.0005894078174737.431550.3262526426592017-07-21 13:13:082017-08-01 21:40:31
NSGA-III100000.00.00.06941813577010.009827182706920.009614907388950.003865963152832.17990122689e-074.79668631789e-071.6687109208e-073.21457778891e-073.04065260102e-076.16606900116e-0718.81390.4514780288412017-07-21 13:06:132017-08-01 21:40:31
DMLS+ds99976.8513.88780229670.06969543199460.006352556632950.007128839502620.0002557531637242.14012928008e-183.95192486115e-340.00.00.00.03.93950.1489685590282017-07-21 13:49:092017-08-01 21:40:31
NSGA-III-tournament100000.00.00.06996558212720.01104299884480.007700795573460.001032763750075.21617198321e-081.06693720479e-071.63867423408e-085.04944183269e-081.47759563027e-083.77932389879e-0818.522050.3643428800052017-07-21 14:32:232017-08-01 21:40:31
DMLS99979.611.36661779070.06998305738490.005458559777090.007089328757730.0002544755861292.14012928008e-183.95192486115e-340.00.00.00.03.884850.129619392232017-07-21 13:51:092017-08-01 21:40:31
IBMOLS-fon99954.533.04303414130.0761860675390.008629744762350.008162499138680.0004958415158982.14012928009e-182.73139889254e-290.00.00.00.04.5660.4663560871272017-07-21 13:51:462017-08-01 21:40:31
NSGA-III-simple100000.00.00.07865556732660.0101372664910.01135884777610.002851944256471.00482900082e-051.02591830162e-051.80551381505e-052.18017002482e-053.48549895062e-054.77317910682e-0518.9910.8543686496322017-07-21 13:16:332017-08-01 21:40:31
MEMO99945.042.52058325090.0808010856370.008636896693670.01119789098820.002720475083235.62864455975e-059.20544133806e-054.01526104055e-050.0001205763937684.79939452929e-059.07751247341e-058.15320.3373187778572017-07-21 13:54:502017-08-01 21:40:31
DEMO bin v2100000.00.00.08186632710940.007566410488870.01049442709110.001854353603646.95065235659e-071.27803354678e-069.9695764773e-072.66275800225e-065.02619272008e-069.857737278e-0689.55652.83217830432017-07-21 13:24:242017-08-01 21:40:31
SPEA 2100000.00.00.08190261590820.01066316853770.0108002947910.00264124593641.61489831784e-073.33901378648e-076.45097952206e-071.75220821865e-062.19517719109e-107.16181945616e-1026.81161.06979537642017-07-21 13:09:342017-08-01 21:40:31
SPEA 2 no tournament100000.00.00.08255600421720.008070663318820.01095042070690.002574941390066.50709379902e-071.43717200219e-061.90267102257e-063.1047548041e-062.18785460722e-084.0762082344e-0825.08710.745492482932017-07-21 13:59:472017-08-01 21:40:31
SMS-EMOA55168.753016.357543290.08458095476560.01906791757940.01239976126320.008657185473293.88210266673e-064.81513222576e-062.232221319e-063.37930605313e-061.82766143014e-063.11731227401e-06300.42950.09354565448852017-07-21 14:24:562017-08-01 21:40:31
Improved NSGA-III.2100000.00.00.08603494918720.0132571463320.01400825753490.005088576701235.34258955281e-081.10710422632e-071.77906512638e-073.95187010091e-071.2266446345e-082.19616843781e-086.782350.1111567290862017-07-21 13:49:552017-08-01 21:40:31
NSGA 2100000.00.00.08632063135880.009570594337780.01304452801430.003445112073814.16330583457e-071.52084848714e-063.69201912204e-089.966762765e-081.29473609504e-072.20080281093e-079.049550.1610457519172017-07-21 13:53:492017-08-01 21:40:31
MEMO Improved99908.153.13924112530.08764052782970.01287693480710.01323100437340.004264555736583.20494068732e-056.032598188e-056.21463909943e-050.0001092829310215.98748831751e-071.23426786449e-067.834050.5740931040392017-07-21 14:33:212017-08-01 21:40:31
GPSOMOD-optimized100000.00.00.09262133862690.008725979564030.01761761944690.004405734871196.48746104508e-068.88982473184e-065.15091877275e-069.85609389871e-062.79664613793e-053.41877142734e-0512.80650.4567949557282017-07-21 13:56:062017-08-01 21:40:31
GPSOMOD-naive100000.00.00.1048537788330.0168465989460.02858497641030.008519366598154.33304218995e-064.78695657791e-061.06688006909e-051.42812469311e-052.46043318716e-052.01688094863e-057.933650.6794083552312017-07-21 13:12:032017-08-01 21:40:31
PredatorPrey99917.7554.51110461470.1135913137070.01584373180.0286563182930.01111989134290.0008833126474480.001376092236820.0002250432309480.000743415170790.0002838084060860.00043795314080427.175515.48243223282017-07-21 14:27:542017-08-01 21:40:31
Elitism EA100000.00.00.1250585204920.02084528392550.03672724561550.01175280064932.68967795412e-103.11368184462e-102.68965971204e-102.91765245775e-100.008048746380850.01126683284894.875850.5621236308112017-07-21 13:50:382017-08-01 21:40:31
SLS15104513.2698.4789941460.1350668756210.01754388226940.05082784175410.01118248385034.49050990044e-054.40463439648e-056.06022211171e-058.02262401687e-050.001292958140130.001442034086823.73840.2121033511732017-07-21 14:28:252017-08-01 21:40:31
SLS15 SA201621.4532.7831987240.1406966079860.02094224224150.05273601136440.01250717887473.25594782693e-053.64550307295e-053.02913182901e-052.84292261945e-050.0004245826976250.00046679251911414.420751.148849762292017-07-21 13:11:032017-08-01 21:40:31
moeavan300.00.00.1414353846130.01784172738070.05975072091250.01461170998370.0009257545887290.0009052633763170.001132443319280.001060874683520.006876588977640.006724820898540.38230.04874757753772017-07-21 13:52:172017-08-01 21:40:31
MultisetGA99936.00.00.1478740269520.02380046963630.04957775570210.01040981095114.61948367326e-064.18791731684e-065.92959519236e-066.00433326362e-066.58111693214e-054.81455370771e-057.536150.516568462372017-07-21 13:07:022017-08-01 21:40:31
Random Search100000.00.00.1529875078320.01510127460740.05071741839420.0100988762832.96336571254e-063.03415808318e-061.87323682269e-061.38367703059e-063.07207973728e-052.18962321092e-053.1860.1987818163882017-07-21 13:04:272017-08-01 21:40:31

dtlz_bin3

Genotype: <Binary String> Objectives: 3

optimizerevaluations(avg)evaluations(dev)indicator_dominance(avg)indicator_dominance(dev)indicator_hypervolume(avg)indicator_hypervolume(dev)objective_f1(avg)objective_f1(dev)objective_f2(avg)objective_f2(dev)objective_f3(avg)objective_f3(dev)runtime(avg)runtime(dev)executedevaluated
GPSOMOD-optimized100000.00.00.004018939424790.001528299079512.08643183472e-052.5438127655e-050.0002979591675920.0003268034173640.0002620609829680.0003448112250350.002503765021120.0038709044181912.408950.5218781340912017-07-21 05:54:072017-08-02 23:54:48
MEMO99905.551.91034781740.004234914453660.002381737229241.12040352291e-062.20268109962e-061.21198634816e-075.30176859274e-072.58017527592e-088.3238010677e-083.47152301208e-071.12850123506e-068.01090.6491257197182017-07-21 05:52:512017-08-02 23:54:48
Mocell99901.00.00.004592016202330.00251364529796.30910613387e-076.02641141265e-079.30624857255e-111.75421780689e-103.97749237605e-131.77878866657e-120.00.07.371950.5943176073622017-07-21 06:27:322017-08-02 23:54:48
MEMO Improved99930.651.53884585030.005999268231770.002141006590883.65478117612e-063.0175148159e-060.0002208968880580.0004346257511840.0004574853974240.0005807356123990.0001856832325380.0004496560024017.659850.4581817928112017-07-21 06:30:102017-08-02 23:54:48
MIPESA II100000.00.00.006196372887110.003333189685322.10863505779e-064.47732761207e-068.85406587703e-062.60419747168e-052.66969586948e-064.95247353916e-062.90157011511e-077.10324388566e-076.28160.5662279065052017-07-21 05:54:532017-08-02 23:54:48
ESPEA-optimized-c99960.029.7356776670.006317779027390.00313024884641.19047722757e-061.16500883082e-062.48678680342e-093.28826930243e-098.7153325509e-093.89761520607e-080.00.08.5170.9355369412382017-07-21 06:26:392017-08-02 23:54:48
SPEA 2 no tournament100000.00.00.00681838319120.002311429779131.77701983313e-062.05160808372e-061.35007018831e-063.05154956958e-065.9773477269e-062.66076529354e-051.99945468906e-085.74357608351e-0821.590251.291988466422017-07-21 05:56:542017-08-02 23:54:48
NSGA 2100000.00.00.007014532845650.002202000901591.65907361749e-061.5717529262e-061.4121215003e-073.34554636828e-076.21829791256e-072.06462799368e-060.00.09.194650.2746586925052017-07-21 05:51:532017-08-02 23:54:48
NSGA-III-tournament100000.00.00.007205401412850.002859844714093.04512835923e-063.32601231171e-061.81374902883e-065.11006367804e-065.29501073665e-071.36833837449e-062.40195261677e-065.79577779697e-0618.317250.5333740540922017-07-21 06:29:182017-08-02 23:54:48
SPEA 2100000.00.00.007267500999580.003009660614872.65916475226e-062.86636147371e-069.57986136131e-071.87130155356e-066.86803708475e-061.59895626732e-055.67540879695e-072.3918233548e-0624.238151.576876034742017-07-21 05:11:432017-08-02 23:54:48
NSGA-III-simple100000.00.00.007533481668490.002686386342329.56256946084e-069.66332765749e-060.0002025000338630.0003315370958860.0001308183897350.000205616376070.0004947240609450.00093508303580118.998750.7343406548522017-07-21 05:17:332017-08-02 23:54:48
DEMO bin v2100000.00.00.00757880830120.003122291370942.20664074908e-062.66015224829e-067.00613262887e-071.65794566292e-067.76526010308e-072.06191558478e-060.0001598764941260.00045175678408378.57456.604723799952017-07-21 05:24:272017-08-02 23:54:48
IPESA II100000.00.00.007767426524370.003313993215812.97115734704e-063.27746195297e-062.31131965688e-075.98971904063e-073.88662321991e-071.29866047097e-060.00.05.38560.2757554981082017-07-21 05:15:442017-08-02 23:54:48
ESPEA-naive99953.0532.21714973180.0081686651450.004112390084652.42544246027e-062.82377704176e-061.36315123775e-091.61709484372e-090.00.00.00.07.864450.7197051644142017-08-02 23:54:372017-08-02 23:54:48
Improved NSGA-III.2100000.00.00.008241322654090.003618467537992.08015768455e-062.06234641793e-062.69336861647e-078.01616086606e-072.80668600135e-089.82381891678e-080.00.06.80330.2413669623752017-07-21 05:48:002017-08-02 23:54:48
Elitism EA100000.00.00.008725903161080.00319515286310.002860089441570.001982526375470.0002370148567680.001059948734871.72735478287e-092.58755803828e-091.29207860051.634371824195.376450.1134040169162017-07-21 05:48:462017-08-02 23:54:48
SMS-EMOA69483.752298.24410950.008941787953890.003851201277142.64262035233e-062.20231601417e-061.25392152809e-053.11490781515e-055.10865759056e-068.27272696519e-062.55425714128e-063.88417241653e-06300.438550.1200764997392017-07-21 06:22:032017-08-02 23:54:48
NSGA-III100000.00.00.008971928898540.002719187076796.42190762329e-067.83171651943e-062.87867975125e-064.35185484991e-067.99386287329e-061.28249198287e-051.71142043797e-052.76471283937e-0518.6640.518816669782017-07-21 05:08:382017-08-02 23:54:48
DMLS99979.812.60158720160.009289199194270.003465136819887.99428827181e-065.56960949326e-066.58339373327e-173.65435689843e-170.00.00.00.03.86510.1253579716362017-07-21 05:49:172017-08-02 23:54:48
DMLS+ds99977.913.20645775050.009700449169130.00392053928741.03692593752e-051.71937692015e-054.69128305835e-172.40882065681e-170.00.00.00.03.858450.1289681621262017-07-21 05:47:142017-08-02 23:54:48
IBMOLS-fon99952.531.84915102560.01150842077960.007969128476161.63591877427e-053.14950381507e-056.24322998125e-174.47933455871e-170.00.00.00.04.64820.4129676424182017-07-21 05:49:512017-08-02 23:54:48
PredatorPrey99901.652.2034481620.02263533525570.009701448217390.005303877201610.007333587687380.1508385917070.2429061872130.04014247355660.05890554059231.697847816794.915346209432.531616.54692385282017-07-21 06:25:112017-08-02 23:54:48
GPSOMOD-naive100000.00.00.02433656583080.01865295133310.0008293943561250.001089399073990.001078314363880.00214292927790.001390762263560.003674711302590.006029410199940.00656181813367.58180.4402442623432017-07-21 05:13:552017-08-02 23:54:48
la hillclimb jr99998.50.5129891760430.02794367839690.01461039385350.0002829644152260.0002356764970450.004102359719990.005934905739780.002394500122040.003041303219460.02449630523950.02361517763596.904050.3373922401072017-07-21 05:14:572017-08-02 23:54:48
SLS15102399.1641.4868337660.09778393274440.04517072088480.01684782783160.01162079740430.0140434600610.01470290650750.009727769356170.0117384619210.161449067210.1587565449873.0010.1447160559242017-07-21 06:25:412017-08-02 23:54:48
MultisetGA99936.00.00.1055303406140.03582831352390.02317522960780.01583030535310.001792873314790.001724150288070.002085289467230.002094673119760.02518532696110.02202804332587.457950.4606910684252017-07-21 05:09:272017-08-02 23:54:48
moeavan300.00.00.118096674140.03176795101830.03279571500410.0103436750880.3179319760640.3106241203820.419380447150.4912644732312.327467022832.175025772220.39410.05254061085942017-07-21 05:50:222017-08-02 23:54:48
Random Search100000.00.00.1234013157890.05575075848450.02063890634660.01536196265550.0009844381435680.0008468124890390.0007518288664310.0006489047750830.01003899291140.005968534307173.137650.1361428332772017-07-21 05:06:512017-08-02 23:54:48
SLS15 SA201709.3426.0481934690.1712132640260.04660557119170.0654522230570.03164276848311.214617962311.442759233170.2046768598930.2420622395810.1777405162750.14143073129612.29641.326187825072017-07-21 05:13:002017-08-02 23:54:48

dtlz_bin4

Genotype: <Binary String> Objectives: 3

optimizerevaluations(avg)evaluations(dev)indicator_dominance(avg)indicator_dominance(dev)indicator_hypervolume(avg)indicator_hypervolume(dev)objective_f1(avg)objective_f1(dev)objective_f2(avg)objective_f2(dev)objective_f3(avg)objective_f3(dev)runtime(avg)runtime(dev)executedevaluated
Mocell99901.00.00.03845237668110.004721199189540.002505974732550.0001796595302581.02468647788e-076.88036066925e-080.00.00.00.011.606850.6353395507422017-07-22 01:28:252017-08-03 09:03:20
MIPESA II100000.00.00.04732404433210.006401192217670.003391106276680.0003830334702877.81126455143e-071.11708526461e-063.88753162145e-2960.00.00.015.36371.004366210212017-07-22 01:01:032017-08-03 09:03:20
IPESA II100000.00.00.04840854831360.008152106076510.003297575943350.0004138656730324.13341094933e-063.39258389838e-060.00.00.00.017.218851.269326314272017-07-22 00:17:052017-08-03 09:03:20
IBMOLS-fon99955.4528.94182004240.06648295560050.008375779295730.005556864274260.0004630524411871.24348034229e-075.3593634851e-080.00.00.00.04.647150.5678615727352017-07-22 00:55:162017-08-03 09:03:20
NSGA 2100000.00.00.07027546672940.006736667049730.007159970142940.001237685154577.28558845163e-081.29576391198e-070.00.00.00.09.183350.2579527241472017-07-22 00:57:182017-08-03 09:03:20
Improved NSGA-III.2100000.00.00.07673705889190.009591146835810.007803916250230.00143890770499.97753506421e-081.75387497611e-070.00.00.00.06.754650.2035759977062017-07-22 00:53:222017-08-03 09:03:20
DMLS+ds99977.2513.78357145680.08048271020730.05466638038410.02306236505960.07889586510730.05000007949050.223606779040.00.00.00.03.948050.1612022185432017-07-22 00:52:362017-08-03 09:03:20
NSGA-III95038.7522187.38450670.08688357122870.05639004321830.02533422107840.08067528117470.0513060520550.2294475521075.3955654709e-2870.00.00.017.239454.11430833832017-07-22 00:07:562017-08-03 09:03:20
GPSOMOD-optimized100000.00.00.08729223853270.01076973999130.01370890362920.004925605696542.60006208703e-052.68774339186e-053.34238446467e-3090.06.065207445e-2900.013.024150.3377263412572017-07-22 00:59:322017-08-03 09:03:20
MEMO99924.342.65047664320.08811885102430.01989187471250.01054813210580.003383300148134.47275994388e-056.9780013038e-051.66905568008e-1547.46424042933e-1543.71598767504e-1381.66184020899e-1378.21150.6314729231182017-07-22 00:58:162017-08-03 09:03:20
NSGA-III-simple95167.521611.59700250.09461163351530.05187125110810.02641655363810.07812306274310.05004483026880.2235962566511.3849057578e-2010.02.51463546262e-3020.018.030454.044838744752017-07-22 00:18:542017-08-03 09:03:20
GPSOMOD-naive100000.00.00.09533717397520.01420625771920.01790117451270.006740715737858.91375135695e-050.000124648358872.06101294876e-3030.03.75299675566e-3180.08.835550.3354545188412017-07-22 00:13:582017-08-03 09:03:20
DMLS99975.9513.68623972810.09702688059960.07320872270460.0407662551450.1085780095050.1000000658310.3077934831120.00.00.00.03.81960.2182913070572017-07-22 00:54:392017-08-03 09:03:20
ESPEA-naive99964.030.84767328940.0977114601970.09147646677780.0248839736350.03185335311215.86563181793e-086.63327179007e-086.7821520793e-413.03307061661e-404.3518408072e-361.94620237443e-359.52250.4112733116092017-08-03 08:16:222017-08-03 09:03:20
ESPEA-optimized-c99966.028.35860585990.09963475749130.09076883012840.02498843761980.03177990469646.78820463929e-086.59609051693e-085.4658609136e-342.44440731167e-335.0931977325e-682.27774727054e-679.943451.081870284812017-07-22 01:27:092017-08-03 09:03:20
SPEA 2 no tournament100000.00.00.1176981681850.07369098595160.03827533862660.07976670664710.05000005839620.2236067840050.00.00.00.023.21424.347645104872017-07-22 01:03:172017-08-03 09:03:20
DEMO bin v2100000.00.00.1215985088990.06380244816250.04557676612860.07904115350930.07091574925330.2191298431440.00.00.00.089.73523.796925606752017-07-22 00:26:422017-08-03 09:03:20
la hillclimb jr99998.550.5104177855340.1319046595140.04140910374560.06715620254480.03889462325410.1156268876070.1091489827130.00.00.00.09.494150.9590589836972017-07-22 00:15:182017-08-03 09:03:20
MultisetGA99936.00.00.1332075798630.01080544139040.02873232787550.007198978136090.001985878679240.001792913338240.00.00.00.07.771750.7442270363132017-07-22 00:08:512017-08-03 09:03:20
Random Search100000.00.00.133652334710.01199911087960.02504051577730.00459550676480.00121661966950.001123613373480.00.00.00.03.367250.1318176072422017-07-22 00:06:102017-08-03 09:03:20
NSGA-III-tournament90567.529047.34350110.1355525721610.09437145326450.06026109442440.1060847927110.1000001212090.3077936454860.00.00.00.016.31844.929229537322017-07-22 01:30:082017-08-03 09:03:20
MEMO Improved99913.648.07056217030.1362606793950.03209158115730.02408243016870.007352077697650.000128179707190.0001115936206439.5626113311e-1624.28133570988e-1614.90058002185e-1770.07.746050.5090566585152017-07-22 01:31:032017-08-03 09:03:20
SPEA 2100000.00.00.1363552704810.07034133345130.03375266889690.03249209029387.45525986764e-087.37090151841e-087.03226337625e-3120.00.00.022.817553.36388573052017-07-22 00:11:042017-08-03 09:03:20
SLS15102855.65644.7625654370.1372381143620.01216479304010.03471152235830.007925351851620.01518630022080.0147578475291.09708555171e-2820.00.00.03.681250.1698770065912017-07-22 01:26:022017-08-03 09:03:20
SLS15 SA201640.0482.1593970990.1476321516890.01378660468430.03444028186950.006873347855660.01255831967960.01345436624363.20162263229e-3090.05.98529676245e-3010.017.693951.513532030682017-07-22 00:12:522017-08-03 09:03:20
SMS-EMOA78437.518883.11258210.1582453333410.08909114520260.06688570863550.1041785729420.1000561611170.3077743343130.00.00.00.0233.58385102.868627082017-07-22 01:23:242017-08-03 09:03:20
Elitism EA100000.00.00.1689440646640.06485053086150.08970768754140.07611288227470.1430344363510.2169454889921.1904996214e-3020.03.12323629161e-2410.05.37030.1719115745772017-07-22 00:54:082017-08-03 09:03:20
moeavan300.00.00.2344397420360.04608384023680.1313695245270.04518191981260.1709333435010.1441175788864.63673702347e-2200.01.15665610257e-1870.00.34030.0563878486352017-07-22 00:55:472017-08-03 09:03:20
PredatorPrey99884.5559.85814371010.2439173123470.07920818636170.1296233715870.1140962931720.2053891077830.3619803355155.52084605118e-2430.08.05716523625e-1840.020.491957.261523998922017-07-22 01:25:312017-08-03 09:03:20

dtlz_bin5

Genotype: <Binary String> Objectives: 3

optimizerevaluations(avg)evaluations(dev)indicator_dominance(avg)indicator_dominance(dev)indicator_hypervolume(avg)indicator_hypervolume(dev)objective_f1(avg)objective_f1(dev)objective_f2(avg)objective_f2(dev)objective_f3(avg)objective_f3(dev)runtime(avg)runtime(dev)executedevaluated
ESPEA-naive99959.227.43144565140.002500652542780.0002537645640560.0007233056031292.02121826681e-053.38682973027e-076.90845480958e-073.38679917386e-076.90842189436e-075.47126568731e-061.12862131659e-0510.394450.2769979051792017-08-01 08:33:102017-08-01 09:01:32
ESPEA-optimized-c99959.027.89076436460.002505502524850.0002330479369880.0007233609263011.0403525069e-055.85576026766e-071.49434451453e-065.85675778987e-071.49363914214e-061.99823653619e-063.7760622128e-0610.96820.7918037768622017-07-22 03:42:232017-08-01 09:01:32
Mocell99901.00.00.004132890023250.0007665988931210.0008488590432053.79808988339e-051.03444821387e-092.05288315414e-141.03444557731e-091.1971807354e-140.00.010.79190.9202631717412017-07-22 03:43:362017-08-01 09:01:32
MIPESA II100000.00.00.006082907140390.001918461154710.001135328493010.0001293118315181.66549416674e-072.63245849899e-071.66191990075e-072.6350296808e-077.91051937353e-071.61126920568e-069.9860.8964768467962017-07-22 03:26:112017-08-01 09:01:32
IPESA II100000.00.00.006905748636620.001644405571940.001284550393750.0001702777148963.51475436983e-065.89936074055e-063.51690805225e-065.91673974993e-064.34840000457e-069.70967238814e-0610.09020.865378870482017-07-22 02:43:092017-08-01 09:01:32
la hillclimb jr99998.50.5129891760430.008483198541990.0005052558248940.003667722518910.0002199787898420.0003549461813180.0003497211852690.0003549457428380.0003497215146430.0005314985335040.0005942341519247.5770.8745015422332017-07-22 02:42:012017-08-01 09:01:32
DMLS99978.0512.91459802340.00899872496370.0006005624069840.003453684500850.0001100242792421.03443928775e-094.24334700872e-251.03443928775e-094.24334700872e-250.00.03.761050.1585531539632017-07-22 03:20:232017-08-01 09:01:32
DMLS+ds99976.314.07162131080.009081380549850.0006660917408320.003527496334230.0001523410032591.03443928775e-094.24334700872e-251.03443928775e-094.24334700872e-250.00.03.811350.1392480841782017-07-22 03:18:292017-08-01 09:01:32
IBMOLS-fon99952.7534.08020725170.01579173807830.002107051302630.004892871110570.0005327228410151.03443928775e-094.24334700872e-251.03443928775e-094.24334700872e-250.00.04.532150.5372036049382017-07-22 03:20:572017-08-01 09:01:32
NSGA-III100000.00.00.01579651381320.00383245655430.004357630757780.0004274673696531.03443928782e-092.04772021683e-191.03443928808e-091.2379520356e-188.66335983805e-061.04056729348e-0519.36010.6983479678572017-07-22 02:35:232017-08-01 09:01:32
MEMO99916.845.12858820840.01618417180510.006484923042810.00483456544320.001494300619350.0001334286025750.0002946255670790.0001324530068710.0002943291008110.0005811498244080.001346572262697.6140.4826491588372017-07-22 03:23:512017-08-01 09:01:32
MEMO Improved99927.031.1735380360.01742905861190.005825848134330.00479889141650.0008160240821060.0002564532197580.0002589584053670.0002566459951180.0002594903819373.47028290025e-068.22104716071e-068.56130.2630627501692017-07-22 03:46:232017-08-01 09:01:32
NSGA-III-tournament100000.00.00.0174557020960.003205860394860.004635026142640.0004819037270251.21029678941e-083.45019005416e-081.21030025568e-083.45020375748e-081.83101818528e-061.96299714909e-0618.313950.4417232373572017-07-22 03:45:222017-08-01 09:01:32
NSGA-III-simple100000.00.00.02027624617690.005866897417230.005182857200280.0009085980809472.82322594211e-054.6048546663e-052.83013094881e-054.60187655236e-054.38813383677e-054.88521872991e-0520.929650.4875507288052017-07-22 02:45:102017-08-01 09:01:32
Improved NSGA-III.2100000.00.00.0249663674220.005767707655910.006281031765640.001046714654675.85541160038e-088.57124126149e-085.8809463203e-088.55932224707e-086.34090622128e-062.15159096617e-056.5720.2130732515512017-07-22 03:19:152017-08-01 09:01:32
GPSOMOD-optimized100000.00.00.02621102214530.007552808770380.007119857802940.001588060591695.00552463641e-059.65458788104e-055.0295804801e-059.83232928218e-050.0001860819231890.00032947484678112.58290.4168403581832017-07-22 03:25:072017-08-01 09:01:32
NSGA 2100000.00.00.02625652254890.005727080915970.006690608102990.001101331459018.46738670761e-082.60210578733e-078.46313171432e-082.60218701797e-072.03520462667e-064.01784175182e-068.55710.1601140711792017-07-22 03:22:592017-08-01 09:01:32
DEMO bin v2100000.00.00.02849020536490.00729204868630.007374779999520.001465756496747.71942534888e-050.0001452048762337.72048640142e-050.0001452051324656.24091124761e-050.00017106934665684.36343.494802387312017-07-22 02:52:342017-08-01 09:01:32
GPSOMOD-naive100000.00.00.02886286258530.01415467137280.008525714455640.001637958842466.81954555239e-059.95083694734e-056.95728068322e-059.10741344381e-050.0001029620537150.00012408070497.789550.426699632432017-07-22 02:40:552017-08-01 09:01:32
SMS-EMOA100000.00.00.03610775807910.009734806135530.009511419370010.002234668021085.50896085266e-057.99361188423e-055.52363046043e-058.01026257152e-055.61872271606e-057.13107478348e-0593.363952.970394400092017-07-22 03:36:342017-08-01 09:01:32
SPEA 2 no tournament100000.00.00.03910359515830.01159463102490.01027409623880.003266946544727.25584778465e-072.05468956613e-067.25269971087e-072.05475875331e-066.43993086876e-061.32637684374e-0523.84471.008887146162017-07-22 03:28:252017-08-01 09:01:32
SPEA 2100000.00.00.04410963363070.007777160063350.01097080890850.002237449354776.40631614574e-071.8869996204e-066.40632972778e-071.88700295165e-062.25532057504e-066.93969858779e-0625.793151.410717558182017-07-22 02:38:372017-08-01 09:01:32
Elitism EA100000.00.00.05456661309950.01942402399170.01440257472930.003821756417031.03443928775e-094.24334700872e-251.03443928775e-094.24334700872e-250.01058560030330.01324257113244.617850.548248529412017-07-22 03:19:522017-08-01 09:01:32
SLS15101995.45489.841378730.05553057751040.01266087188340.02368211576590.004171366689830.0003571732916770.0004028304392750.0003436713002450.000414437362240.001874391405740.002235851957463.070950.1343630098692017-07-22 03:41:102017-08-01 09:01:32
PredatorPrey99903.346.1999088630.0609299386010.0150168740720.02890905772730.007913537715390.0006108933946790.001803607611570.0006113190461550.001832141187930.01091930612120.018313341514543.951518.76293382542017-07-22 03:40:392017-08-01 09:01:32
SLS15 SA201485.05368.1520674080.06348371083170.02249732695620.02531348628190.004735638508840.0001306089141050.0001304809601920.0001372336497490.0001283370272240.0005152456508590.00043173556674414.13281.670137958372017-07-22 02:40:002017-08-01 09:01:32
Random Search100000.00.00.06759043293640.0175674199180.02387054041930.004234522189052.04619200304e-051.38697981322e-052.07708514463e-051.7511242234e-053.07207973728e-052.18962321092e-053.1860.1152557796242017-07-22 02:33:342017-08-01 09:01:32
MultisetGA99936.00.00.07014119761270.02899484365960.02565598699320.005975106036443.19962039978e-053.0694951308e-053.35246744853e-053.45083152852e-056.58111693214e-054.81455370771e-057.58350.3523340968312017-07-22 02:36:122017-08-01 09:01:32
moeavan300.00.00.07832795131490.01985520980310.04441431881820.006889497604580.00357208815410.004013101680940.003609295360320.003764092933620.006876588977640.006724820898540.418450.04343594800332017-07-22 03:21:282017-08-01 09:01:32

dtlz_bin6

Genotype: <Binary String> Objectives: 3

optimizerevaluations(avg)evaluations(dev)indicator_dominance(avg)indicator_dominance(dev)indicator_hypervolume(avg)indicator_hypervolume(dev)objective_f1(avg)objective_f1(dev)objective_f2(avg)objective_f2(dev)objective_f3(avg)objective_f3(dev)runtime(avg)runtime(dev)executedevaluated
ESPEA-optimized-c99964.029.45111918170.0008576620924778.28392915977e-050.0001245088909081.07420169657e-068.57537856039e-082.4390728492e-078.56342811005e-082.43939681773e-070.00.08.518250.2975025652262017-07-22 06:29:032017-08-03 09:44:42
ESPEA-naive99950.431.19446644590.0009276367513029.72263969169e-050.0001252534311231.13154489678e-062.22597092096e-076.24515722156e-072.5592799206e-077.69197793687e-070.00.07.458950.2132264610322017-08-03 09:31:312017-08-03 09:44:42
la hillclimb jr99998.550.5104177855340.003278562727710.00016556432170.0008136666851390.0001697147316820.0003381944365810.0004053913564090.0003381778229840.0004054019701520.0007996377088820.0008841665966687.316550.8141091013792017-07-22 05:38:052017-08-03 09:44:42
DMLS99981.511.96266120720.00342051415110.0002407332224380.0005952234085181.71779334895e-051.03443928775e-094.24334700872e-251.03443928775e-094.24334700872e-250.00.03.706550.1192196005612017-07-22 06:06:482017-08-03 09:44:42
DMLS+ds99979.914.94164085970.003486912636990.0002021027816420.000596311412191.26445564355e-051.03443928775e-094.24334700872e-251.03443928775e-094.24334700872e-250.00.03.705150.1425981748612017-07-22 06:04:512017-08-03 09:44:42
NSGA-III100000.00.00.006408319825540.001308337115330.0007805766126869.87261198053e-051.89056154961e-076.40900729158e-072.14090205517e-077.53580089287e-078.45466742682e-073.45449886714e-0619.058150.6464319294972017-07-22 05:31:252017-08-03 09:44:42
NSGA-III-simple100000.00.00.008132290034780.002207124629190.000977902002310.0002278903359557.78523999249e-050.0001312875182247.99287682668e-050.0001360516346989.14158868134e-050.00018076440063520.00060.688484789422017-07-22 05:40:482017-08-03 09:44:42
NSGA-III-tournament100000.00.00.008327449316880.004873642210390.0009853923817390.0005532347359632.18089034112e-065.54994333636e-062.24965631285e-065.54402679727e-063.17718554683e-061.14783616378e-0517.84460.7399861591882017-07-22 06:31:512017-08-03 09:44:42
MEMO Improved99929.137.62683812610.00974890906910.005980142447740.00201017282250.001366423680330.0009825397991340.0009891860274830.001053513906320.001179880480170.0001105954996970.0002680215242498.54790.2727682455672017-07-22 06:32:522017-08-03 09:44:42
NSGA 2100000.00.00.00988848813860.002421841455910.001123569148120.0001989492430743.24797329826e-076.58448116058e-073.37082495316e-076.77322492516e-074.03033930838e-081.75790279975e-078.906850.3100611611992017-07-22 06:09:282017-08-03 09:44:42
Improved NSGA-III.2100000.00.00.01018125997690.002786356301210.001178547660330.0002489027483381.31884984729e-072.80425795675e-071.3197448281e-072.80387735647e-077.31459039635e-113.27118427076e-106.71090.2242751834132017-07-22 06:05:372017-08-03 09:44:42
MEMO99929.738.24725652360.01298402696950.009550502375960.00178002285210.0007537119242020.001058130032220.001778131528140.0007379650196430.0008982188475510.001287558204270.002278122790628.291250.2287434497192017-07-22 06:10:292017-08-03 09:44:42
IBMOLS-fon99927.449.86550331690.01395973745450.006335213856310.001263258090640.0003000879997141.04249556807e-091.47111666435e-111.04308374913e-091.60940481756e-110.00.04.31260.5305378006282017-07-22 06:07:252017-08-03 09:44:42
SPEA 2100000.00.00.01637917607360.004422882762920.002024815875510.0005704864073989.04927494557e-071.87665530974e-069.04927494557e-071.87665530974e-067.31459039635e-103.27118427076e-0922.86091.014138000582017-07-22 05:34:242017-08-03 09:44:42
SMS-EMOA100000.00.00.01682439478650.006210196059270.002221370616120.0009434091058752.85272590191e-054.89604929475e-052.65460210336e-054.2490751058e-059.22376299764e-061.26808857237e-05121.2020512.25356207492017-07-22 06:25:212017-08-03 09:44:42
SPEA 2 no tournament100000.00.00.01749802036020.003492724415830.002127205350620.0004412109661791.10213882133e-051.87274239266e-051.09613413416e-051.87180635086e-051.28151623744e-072.93734516698e-0721.793350.841757889622017-07-22 06:14:352017-08-03 09:44:42
MIPESA II100000.00.00.04185532417680.01030372340770.01244156708670.003159432705914.71687777214e-055.44991771422e-054.80472716519e-055.28446792202e-051.97344585124e-088.04826183748e-085.81820.242325487942017-07-22 06:12:312017-08-03 09:44:42
IPESA II100000.00.00.0528905625850.01197699410740.01598295338330.003917852527244.28691601894e-055.84473518065e-054.880495534e-058.79982389616e-050.00.06.23510.3384867096822017-07-22 05:38:532017-08-03 09:44:42
Elitism EA100000.00.00.06304454618810.01428741548570.04203766270310.009243161095791.03443928775e-094.24334700872e-251.03443928775e-094.24334700872e-250.04122495466310.06191089467624.69080.5148829810852017-07-22 06:06:172017-08-03 09:44:42
Mocell99901.00.00.142902313010.01656742250470.04860983101180.006331514778891.19133844037e-099.02669952886e-111.24642658923e-093.1637066803e-100.00.09.36140.3295271572552017-07-22 06:30:052017-08-03 09:44:42
DEMO bin v2100000.00.00.1912608545160.01996653212590.07074974021820.01049699973150.0001069858193260.0002778956100340.000105164990470.0002708476552535.29407620026e-050.00011814599946791.07314.606645930212017-07-22 05:48:422017-08-03 09:44:42
GPSOMOD-optimized100000.00.00.2628707445120.01861677155390.1375358648540.01532813401694.05706921536e-053.98277660426e-054.2496660629e-056.40311439491e-050.0002172480855940.00028941997647412.60060.3622924669092017-07-22 06:11:452017-08-03 09:44:42
GPSOMOD-naive100000.00.00.3479428352790.01631749178350.2262492148280.02055064749560.0001151605008790.0001831646743569.51159747116e-050.0001142900686490.0001178516327310.0001107716839018.29850.3095641248082017-07-22 05:37:002017-08-03 09:44:42
PredatorPrey99913.1552.39453065070.4248067024010.04754842633340.2636687302920.05112252489040.006707983110090.01143780354210.004135002175110.005892620213230.0177523873550.036534054579722.3912511.06933451092017-07-22 06:27:322017-08-03 09:44:42
SLS15104200.9692.9919039550.467014109950.01248514585330.3954578628860.01966894951370.0006449220762120.0008812923027810.0004512690942830.000542864087260.003869056312980.00457717794114.10690.1839376038372017-07-22 06:28:022017-08-03 09:44:42
SLS15 SA201441.95388.4310512550.4700722689830.02293869036010.4006288804870.01592663657160.0008148137489390.0009164362630750.001132320584140.001468514607650.001472327707950.0011968184897215.12241.25162069252017-07-22 05:35:562017-08-03 09:44:42
Random Search100000.00.00.4735900113440.02341006802180.3904620301630.02024731834886.62022473351e-054.91819156695e-056.38309796734e-056.97998036209e-050.0001237616813839.0142778824e-053.395650.09014215381682017-07-22 05:29:362017-08-03 09:44:42
MultisetGA99936.00.00.487075636540.02907404484220.3915918977680.01839734528050.000101835890450.0001111592458760.0001023168585469.90634472289e-050.0002515698330970.0001838365037777.433850.5136374181932017-07-22 05:32:172017-08-03 09:44:42
moeavan300.00.00.5088806841820.03285227689250.4080624226080.01665504584440.01103956204260.01401432558210.01277436612610.01369405947520.02744003756970.02732901211620.433950.06729860794682017-07-22 06:07:562017-08-03 09:44:42

dtlz_bin7

Genotype: <Binary String> Objectives: 3

optimizerevaluations(avg)evaluations(dev)indicator_dominance(avg)indicator_dominance(dev)indicator_hypervolume(avg)indicator_hypervolume(dev)objective_f1(avg)objective_f1(dev)objective_f2(avg)objective_f2(dev)objective_f3(avg)objective_f3(dev)runtime(avg)runtime(dev)executedevaluated
ESPEA-naive99945.019.33091333920.03431324319950.002478421070750.009225013162090.000567227593840.00.00.00.01.313002302650.002380744588588.694450.2378724724682017-08-03 14:42:592017-08-03 14:53:31
ESPEA-optimized-c99950.022.00478416880.03568989010540.001764493312170.009604190797340.0006711129297930.00.00.00.01.314647573470.003386667517149.673950.3527665807962017-07-21 16:45:482017-08-03 14:53:31
Mocell99901.00.00.05288465330470.008781941028030.02091311066450.003230257800180.00.00.00.01.309174946730.0017829231064512.41410.3094701584122017-07-21 16:47:042017-08-03 14:53:31
IPESA II100000.00.00.06984165999310.009298503693210.02249959171580.004550227109961.65808014572e-061.45970265358e-061.86841934919e-061.47194082173e-061.316475520930.0029555270777813.787650.7984976864482017-07-21 15:38:412017-08-03 14:53:31
MIPESA II100000.00.00.07155268750850.01317921181210.0244482106330.004102383399446.77071511746e-087.22816092435e-088.18632543087e-087.57670598483e-081.32031980670.0044337712436312.765850.6711224121612017-07-21 16:17:512017-08-03 14:53:31
la hillclimb jr99998.80.4103913408340.1096314619290.03143769985770.06720707205860.01192414041945.02819661051e-056.01951240197e-053.14532313496e-055.72213861631e-051.326555744930.0110661983677.56581.396622263672017-07-21 15:37:112017-08-03 14:53:31
MEMO99915.940.13385498290.1123570633430.02300865871130.0644448547810.01055706856643.80768906325e-050.0001239866067279.02553088964e-050.0003761259013751.309205271630.001543983957447.840650.5312018423992017-07-21 16:15:162017-08-03 14:53:31
SPEA 2 no tournament100000.00.00.1184502506490.0409284529940.06665680398780.01830712849930.00.00.00.01.311519930760.0016476319340323.11920.8284645023052017-07-21 16:20:012017-08-03 14:53:31
GPSOMOD-optimized100000.00.00.1196609664470.03590227768160.07220302897620.01305609645653.72271984816e-057.45236287227e-058.02309717983e-050.0001263352893791.314703981470.0033159344446613.002050.4993027216982017-07-21 16:16:322017-08-03 14:53:31
PredatorPrey99912.8561.24951127620.120839995110.03009063430330.1145348441810.03077520388950.002590889902780.006885516652460.00142931528390.004708709394931.516102362890.12176555081112.027654.077896520142017-07-21 16:44:162017-08-03 14:53:31
DMLS99983.7512.15199788640.1222184686240.02665332408470.06951912524970.01406065269350.00.00.00.01.308688522980.002346260616513.767150.1264858115612017-07-21 16:11:382017-08-03 14:53:31
IBMOLS-fon99942.3538.8956431060.1232667684480.02190014534560.07565915719540.01228800995560.00.00.00.01.309955117640.002343932431844.61230.4659136016592017-07-21 16:12:152017-08-03 14:53:31
SPEA 2100000.00.00.1239880069270.03839370370190.0612449952190.01242198309390.00.00.00.01.310108211240.0017369689395824.44741.189532699052017-07-21 15:33:322017-08-03 14:53:31
DEMO bin v2100000.00.00.1255735988340.03132194525670.07433816844210.01407521417811.48072838783e-055.80850188744e-056.97155483067e-061.6995098432e-051.316691238240.0056362718259291.53974.016215357772017-07-21 15:48:242017-08-03 14:53:31
GPSOMOD-naive100000.00.00.1269752841450.03115991734950.08218079086720.01016379328232.23617535084e-053.08814848746e-053.66463791579e-054.76943723688e-051.326902309320.005901965979597.872350.673661970132017-07-21 15:36:072017-08-03 14:53:31
NSGA 2100000.00.00.1270887904210.02856211104590.07303906348030.01721072823737.45058059692e-092.06157040048e-082.60770320892e-095.07054513229e-091.310321191120.001392317885289.10530.2744980299042017-07-21 16:14:182017-08-03 14:53:31
Improved NSGA-III.2100000.00.00.129826520440.02792968504920.07552192767040.01107157696486.00703060627e-091.18247858228e-081.91386789083e-085.57496971147e-081.310614619520.001403556746226.67220.2455780720542017-07-21 16:10:302017-08-03 14:53:31
NSGA-III-tournament100000.00.00.1328616469930.03865413213010.07354406594380.01428904348580.00.00.00.01.308227464610.0014581237332218.230350.6151439946962017-07-21 16:48:512017-08-03 14:53:31
DMLS+ds99981.612.16725545320.1361354150120.03280154947960.07450756408240.01413111971610.00.00.00.01.308684556850.002349180647713.83120.1208398679422017-07-21 16:09:442017-08-03 14:53:31
SMS-EMOA99773.751011.820759820.1365590586940.04854053536670.07201837825750.01580948011869.48132947087e-071.80133692872e-066.52857124806e-071.18689791573e-061.307668920990.000299929096189267.8049511.70910111822017-07-21 16:43:002017-08-03 14:53:31
MEMO Improved99940.137.15954223270.1397588250110.03995942451210.07638064671940.01736879004364.37488779426e-071.4447243985e-063.43611463904e-071.15377775178e-061.315713901260.001503060685858.802550.2717776713262017-07-21 16:49:522017-08-03 14:53:31
Elitism EA100000.00.00.1434875925870.02937319591940.1437734573130.0102137723370.00.00.00.01.616549956640.0720527753374.5220.5318418839032017-07-21 16:11:072017-08-03 14:53:31
NSGA-III100000.00.00.1441958939290.04657974615410.08043513723580.02126879992610.00.00.00.01.307163595420.00013501630894519.116850.8923481899492017-07-21 15:30:212017-08-03 14:53:31
SLS15 SA201642.0436.0925782930.1473811077890.03518335807120.1384321647090.01469909599310.0002741150092330.0001948623842850.0001870444975790.0002452398205541.482730418340.031335914354515.79011.336779984262017-07-21 15:35:062017-08-03 14:53:31
NSGA-III-simple100000.00.00.1490801542870.04308349596060.07853544898190.01668956232582.03028321266e-084.91925068328e-082.88384035229e-076.81085865407e-071.314971352010.0031860409363919.529350.6291941608962017-07-21 15:40:302017-08-03 14:53:31
SLS15105167.5854.9802398460.1492264299340.02654195441980.1484524366680.01328684836890.0003642471972850.0003310321949210.0002935416530820.0002359194212151.550568381050.04764412232264.003550.2018048757952017-07-21 16:44:472017-08-03 14:53:31
moeavan300.00.00.1563867719150.03155875265640.1591351005870.01693913556270.003143704449760.003085737127010.002992985211310.001960920239861.575416013840.06655464177260.42230.05612870548082017-07-21 16:12:462017-08-03 14:53:31
Random Search100000.00.00.1617866996480.0394822981270.1308349682790.01661858274021.41558703035e-051.02111802216e-051.19180884212e-051.04079304307e-051.429217497370.01670902460653.19960.1006784354692017-07-21 15:28:312017-08-03 14:53:31
MultisetGA99936.00.00.1738774619820.03124474815610.1400727153190.01389938033612.88657844067e-052.08806531299e-052.71387863904e-052.68891416282e-051.443120867170.02720209354357.38020.5200779901032017-07-21 15:31:132017-08-03 14:53:31

knapsack1

Genotype: <Binary String> Objectives: 3

optimizerevaluations(avg)evaluations(dev)indicator_dominance(avg)indicator_dominance(dev)indicator_hypervolume(avg)indicator_hypervolume(dev)objective_overload(avg)objective_overload(dev)objective_profit0(avg)objective_profit0(dev)objective_profit1(avg)objective_profit1(dev)runtime(avg)runtime(dev)executedevaluated
Improved NSGA-III.2100000.00.00.06418840578210.0153198038920.09322813523770.01811211898150.00.09819.4566.88440538889908.167.04193503059.848750.2903881023732017-07-15 04:39:372017-08-03 13:54:19
SPEA 2 no tournament100000.00.00.0684214329110.01284862743610.09563371105080.01580746265640.00.09822.6572.83526835129895.274.137567719512.606150.5135785979922017-07-15 04:49:162017-08-03 13:54:19
Mocell99901.00.00.07057568847330.01599440010570.1091112945240.02054904051410.00.09820.472.82235053099900.9102.64650633710.3120.4848506009722017-07-15 05:01:532017-08-03 13:54:19
NSGA 2100000.00.00.07133577683230.01275858732510.1028282733930.01471290377220.00.09789.351.65584493359901.7581.645494928412.38640.403511220742017-07-15 04:44:132017-08-03 13:54:19
NSGA-III-tournament100000.00.00.07369979499160.01316211538490.1159607754310.02089498732260.00.09806.857.24425965259846.0576.66432319.295450.8685758140412017-07-15 05:03:452017-08-03 13:54:19
SMS-EMOA100000.00.00.07948348971080.02107936541760.1213054262250.02611746144150.00.09765.897.35912900199853.8554.035344183741.06123.123253745362017-07-15 04:53:062017-08-03 13:54:19
SPEA 2100000.00.00.09863678101370.02562581226030.1416271616170.01913809830240.00.09739.15119.3928830649819.65115.87119663910.74520.6088620619862017-07-15 04:23:022017-08-03 13:54:19
NSGA-III100000.00.00.0987520429290.01218931798790.1456341631950.01617238190770.00.09706.6577.66749303089814.8586.554074974819.7181.026060016712017-07-15 04:20:392017-08-03 13:54:19
NSGA-III-simple100000.00.00.1184368867340.02720726174880.1647368709630.01951173554640.00.09679.7143.7695890549772.1135.15250645120.88870.7006987565062017-07-15 04:29:112017-08-03 13:54:19
MEMO Improved99926.641.56719354190.1208336345420.02318267878220.1575570305820.03358149866570.00.09860.6580.6566961369883.688.71622411412.01760.3015092562082017-07-15 05:05:012017-08-03 13:54:19
DMLS+ds99976.213.78633953940.1287674760980.01582040035250.2320730876210.01602159822680.00.09637.9574.78704855519644.5587.8158809525.250050.1512931887012017-07-15 04:38:372017-08-03 13:54:19
Elitism EA100000.00.00.1383439336480.01727853399240.2283086752530.01518999117540.00.09552.084.91419818059662.872.20555453197.692950.4556104609262017-07-15 04:40:292017-08-03 13:54:19
IBMOLS-fon99930.742.9799218730.153249101760.01858028225680.2840974067380.03119598755920.00.09519.382.81946122689605.3108.9080249337.526050.3713938858152017-07-15 04:41:552017-08-03 13:54:19
DEMO bin v2100000.00.00.1699068071770.03175516897690.2947295747670.0506163260760.00.09497.95119.1723541779501.9126.00831217476.97433.977063292382017-07-15 04:36:012017-08-03 13:54:19
DMLS99979.211.67813972210.1806257300920.02211601354880.332977839660.03020364749490.00.09433.9576.13801526459456.4108.3169812224.78390.4783849914032017-07-15 04:41:062017-08-03 13:54:19
GPSOMOD-optimized100000.00.00.2836167972660.02087749117060.5360802140460.01951622109470.00.09096.0111.8561105789108.8118.21683912517.516350.4890136447352017-07-15 04:47:032017-08-03 13:54:19
IPESA II100000.00.00.3200133094670.06108707038980.5673061510050.08117116471860.00.08929.65234.631014919025.5191.0300334618.05570.4779691798042017-07-15 04:27:092017-08-03 13:54:19
MIPESA II100000.00.00.3355558758610.05527451267880.5837091683070.07832186379090.00.08941.25240.9201385488946.65219.8634205238.07690.4306638571962017-07-15 04:48:002017-08-03 13:54:19
GPSOMOD-naive100000.00.00.4007114032840.02624279572810.7323234455670.02725213967560.00.08640.4123.8379246398674.3116.01456351410.561150.4842184451582017-07-15 04:25:102017-08-03 13:54:19
ESPEA-naive99973.024.51637476420.4621512599550.1358893434610.775848941350.2290916353860.00.08466.15481.6476409168434.3536.5470597894.95160.6739356833282017-08-03 13:54:152017-08-03 13:54:19
ESPEA-optimized-c99949.030.76224617080.4912896610010.1247120225140.8262942209120.2004038445270.00.08337.65476.4232168768309.95468.2982040275.626050.4119706779292017-07-15 05:00:492017-08-03 13:54:19
Random Search100000.00.00.6034923796050.0127348380231.011619968770.01051479488830.00.07904.477.50341248857839.1552.41260896915.7230.1711201486182017-07-15 04:18:442017-08-03 13:54:19
MultisetGA99936.00.00.6227579822130.01579334268261.02784884240.01136599758250.00.07835.070.44295938077800.75100.98195513612.094450.4142095166512017-07-15 04:21:552017-08-03 13:54:19
SLS15101295.75464.1922100750.6304457834150.01633899277621.03912740420.01172476429050.00.07786.982.95966045717767.676.85831119664.62760.4060236446322017-07-15 05:00:032017-08-03 13:54:19
la hillclimb jr99998.10.3077935056260.682764044980.09687834469351.047966106960.09017903963150.00.07742.0306.4800156627602.05433.7814723916.3350.3560323758192017-07-15 04:26:112017-08-03 13:54:19
moeavan300.00.00.7329811214030.02159222433031.122869557640.0166696276280.00.07444.35121.3295967717409.4108.3912989320.40230.04352506839682017-07-15 04:42:262017-08-03 13:54:19
SLS15 SA201502.25437.7395133850.7590630513030.02909427992821.143526738060.02493902512060.00.07369.1156.9753249137300.8152.8010746729.101650.3593285075192017-07-15 04:24:032017-08-03 13:54:19
MEMO99917.263.37490786870.7614693000770.03002693915881.144637859680.02289512532590.00.07361.05172.4545630477295.6131.02486706510.306850.5165574584642017-07-15 04:45:162017-08-03 13:54:19
PredatorPrey99924.6557.55022977690.7766686293140.03660017581931.153842710730.02428372133250.00.07289.55158.6182026467259.95160.97318344865.592820.58733387972017-07-15 04:59:272017-08-03 13:54:19

knapsack2

Genotype: <Binary String> Objectives: 4

optimizerevaluations(avg)evaluations(dev)indicator_dominance(avg)indicator_dominance(dev)indicator_hypervolume(avg)indicator_hypervolume(dev)objective_overload(avg)objective_overload(dev)objective_profit0(avg)objective_profit0(dev)objective_profit1(avg)objective_profit1(dev)objective_profit2(avg)objective_profit2(dev)runtime(avg)runtime(dev)executedevaluated
Improved NSGA-III.2100000.00.00.09349667203120.00908911383880.1642966217920.01881354740470.00.09399.7593.75829787849457.9557.26988278049345.2572.206483890210.43660.4058592444632017-07-15 03:22:552017-08-03 10:57:44
SPEA 2 no tournament100000.00.00.09584698721870.01323987285380.1826429174090.01894381099830.00.09388.777.29853270219420.477.38992182459292.9563.3340974118.99170.7924103203452017-07-15 03:34:172017-08-03 10:57:44
Mocell99901.00.00.0961385144090.01210776033130.2068750533410.02418930874970.00.09367.992.75088309989527.595.47140657649242.7579.534749108711.328450.4982554275192017-07-15 04:06:002017-08-03 10:57:44
NSGA 2100000.00.00.09817291875120.0124508021060.1657941306190.02254820045470.00.09420.371.33176748579429.6587.96128035749330.659.226949769113.481450.6316872539812017-07-15 03:28:062017-08-03 10:57:44
SMS-EMOA95208.755827.319252540.1037059009170.01636713841710.2077935079770.01809979355670.00.09335.7578.09230368449385.9570.14531908469263.765.8627760056292.851614.58435175252017-07-15 03:59:132017-08-03 10:57:44
NSGA-III100000.00.00.1136352466430.01449242275580.231445803380.02002600042120.00.09306.3573.84712159889351.2573.23277595239274.369.184802103521.689750.869297409892017-07-15 03:00:362017-08-03 10:57:44
SPEA 2100000.00.00.1194871320030.01588555857370.2101368985610.02640839960740.00.09380.892.90833059929405.95125.1666152739286.4574.93469086320.261351.089649932922017-07-15 03:03:502017-08-03 10:57:44
NSGA-III-tournament100000.00.00.1222480466160.01366520524530.2334358410890.01766850738140.00.09320.4589.97922274799309.785.85857404389289.499.529101800721.311550.4761791430922017-07-15 04:08:012017-08-03 10:57:44
NSGA-III-simple100000.00.00.1463139340430.02406989181070.2836130892140.01621934094660.00.09234.8101.4518812579277.05134.8868824349181.15104.59761243122.44750.8313040801562017-07-15 03:10:182017-08-03 10:57:44
Elitism EA100000.00.00.1697900584030.01631915452310.3525302814360.01442725354770.00.09060.670.29741329379208.463.52322409959171.662.0224068178.679850.1907302517892017-07-15 03:23:562017-08-03 10:57:44
DEMO bin v2100000.00.00.1715865562680.02849135565850.3995339671930.05985455595140.00.09125.9135.1240755369198.4127.3351979299028.55119.30565566585.294654.345523350172017-07-15 03:17:422017-08-03 10:57:44
ESPEA-optimized-c99964.032.18368334550.2309224061810.1480480791330.4879294401640.3398674876790.00.08870.4512.8650586869007.4478.7922744848867.45585.5759625328.11711.91305553062017-07-15 04:04:442017-08-03 10:57:44
DMLS+ds99981.7511.77363244940.2339410501870.02231027069840.5427626896820.04906801995110.00.09057.05136.8696940819154.85116.6724046218872.2117.4176531165.625250.1328932595022017-07-15 03:21:512017-08-03 10:57:44
MIPESA II100000.00.00.2405888529520.03525418017740.5947019180020.05866946278070.00.08859.7115.6369545748955.35137.7217924128787.55126.4372009718.87810.2431468908422017-07-15 03:32:282017-08-03 10:57:44
IPESA II100000.00.00.2410396096030.03455395310590.5754524950320.04457374998890.00.08945.05125.2910191268973.25171.837706488783.25114.4137804558.878650.3127168342462017-07-15 03:08:112017-08-03 10:57:44
MEMO Improved99852.871.28859065720.2508914764580.0237498810370.5224955214750.05157594743610.00.09157.0110.5541067829222.2191.7554912418961.4592.975647632216.417550.6883451150172017-07-15 04:09:382017-08-03 10:57:44
ESPEA-naive99954.027.68240938710.2551031800630.176713179360.5202466190830.3761028577840.00.08870.55570.7879572188873.75632.0838447888798.2625.5581591887.18421.623958406262017-08-03 10:57:112017-08-03 10:57:44
DMLS99970.612.08043219860.2656821851230.02809308068880.6495296874530.05456057992740.00.08846.2113.3748324438895.85125.7806256528730.55158.0930688585.634750.1496405781582017-07-15 03:24:422017-08-03 10:57:44
IBMOLS-fon99917.8572.80563526480.3124796291870.02513870025170.619401598160.04815146352980.00.09076.05132.8503213959123.1137.1333964478929.15161.196276248.36370.6145540188672017-07-15 03:25:402017-08-03 10:57:44
GPSOMOD-optimized100000.00.00.3257826754890.01438706735110.8003139774480.02029088474360.00.08672.05100.0113019938742.2577.53089367278473.95102.64987758619.281150.6209373453432017-07-15 03:31:272017-08-03 10:57:44
GPSOMOD-naive100000.00.00.419107055550.01766257847530.9841350294430.01679474911680.00.08357.65125.0268497488379.677.07303439978087.3117.14458003511.75640.3191321125542017-07-15 03:06:072017-08-03 10:57:44
Random Search100000.00.00.5837880216020.01084450613961.198781925010.006626479295830.00.07785.478.68551662367737.8556.94528768457454.452.62318880496.306250.2163062826062017-07-15 02:58:312017-08-03 10:57:44
MultisetGA99936.00.00.5931209607490.01286676080771.209586873410.0075740767190.00.07695.5554.33567694877720.3598.07691664687427.783.811882086912.568950.3775984326182017-07-15 03:01:522017-08-03 10:57:44
SLS15101247.4490.2886797320.6133551123180.01735851361151.221775305530.01419798894080.00.07648.587.37065628097661.3118.6556716777315.9570.2412946475.340550.212933761632017-07-15 04:03:462017-08-03 10:57:44
la hillclimb jr99998.10.3077935056260.691737424510.1344442348911.229252811930.07510437105560.00.07555.7323.1835228997438.2515.2841423617149.0392.0765231437.03460.4089317791512017-07-15 03:07:092017-08-03 10:57:44
moeavan300.00.00.7126803520550.02179566008091.279495554050.01055874966880.00.07362.8120.2845748527309.3105.1550734577011.05120.1181326420.47050.08576804704982017-07-15 03:26:112017-08-03 10:57:44
MEMO99882.990.7593115420.7185292234680.02277049271961.28369086530.008501007610090.00.07332.15120.8297083557298.95114.6309754236975.2123.61681030315.02750.4725446790352017-07-15 03:29:372017-08-03 10:57:44
SLS15 SA201628.55443.6237707790.7355072570470.03347122078531.288085555650.02067405925080.00.07287.4152.7052199857230.25113.488638436962.15211.3700359689.69730.5030024693882017-07-15 03:04:512017-08-03 10:57:44
PredatorPrey99849.958.52475859340.7561246106420.03340354765851.296259681530.01320039313680.00.07232.65178.6903452177165.1113.446903886868.45158.72865791140.9187510.82558181192017-07-15 04:03:002017-08-03 10:57:44

knapsack3

Genotype: <Binary String> Objectives: 6

optimizerevaluations(avg)evaluations(dev)indicator_dominance(avg)indicator_dominance(dev)indicator_hypervolume(avg)indicator_hypervolume(dev)objective_overload(avg)objective_overload(dev)objective_profit0(avg)objective_profit0(dev)objective_profit1(avg)objective_profit1(dev)objective_profit2(avg)objective_profit2(dev)objective_profit3(avg)objective_profit3(dev)objective_profit4(avg)objective_profit4(dev)runtime(avg)runtime(dev)executedevaluated
NSGA-III-tournament100000.00.00.1731221884950.01452595689130.4479587587580.01899011313090.00.08758.444.46098230328717.382.97818356278712.8569.70862289038887.276.63350922968739.7589.412630098122.45760.8502947105192017-07-15 00:24:012017-08-01 07:56:46
SPEA 2 no tournament100000.00.00.177122788990.01660495616160.4255714331740.03944673886710.00.08924.782.96676569888867.0583.6952334688842.3592.30115184329051.5581.43093618788919.2588.443187235824.420351.179300875632017-07-14 23:50:532017-08-01 07:56:46
MEMO Improved99817.975.39502985150.1855249117820.01561112043690.4888783240930.03342565724240.00.08795.4587.87699237848745.9596.40783709138854.985.56677909228901.8592.35530646148738.171.494497395921.922550.8385154472422017-07-15 00:26:052017-08-01 07:56:46
NSGA-III100000.00.00.1945613819680.02389466450360.48081222940.02595688633980.00.08792.7575.31259417998653.3576.93761998158731.2101.6519345098827.9577.49463478888657.55100.67742913323.271951.309675390682017-07-14 23:07:512017-08-01 07:56:46
MIPESA II100000.00.00.1963233346370.01594749484540.5910519548490.02065719575190.00.08707.1588.14537931598660.6597.89160224188589.172.66063873288829.894.51014983098674.4570.656675477110.620850.719574455752017-07-14 23:48:332017-08-01 07:56:46
IPESA II100000.00.00.2007995455320.02116740632630.594321931860.02758520815230.00.08702.7571.90408450448655.1564.78732413388604.6578.82310307868798.386.85262775178645.8599.715529593510.59020.604953029932017-07-14 23:16:322017-08-01 07:56:46
ESPEA-optimized-c99958.028.20974075890.2062937384360.02118486110330.5075154022170.02662054607610.00.08678.769.09421485428621.9102.4858911988630.4579.36754938098795.6580.66191627318652.75112.52222002811.87010.3386822606582017-07-15 00:20:252017-08-01 07:56:46
Improved NSGA-III.2100000.00.00.2088205878060.01680773782380.4428783770290.03733014127020.00.08982.7587.31725277168981.5120.5624974428931.2116.0007259519121.15101.1519310648946.6598.302580680411.767450.2833412439562017-07-14 23:37:542017-08-01 07:56:46
NSGA-III-simple100000.00.00.2097634845580.02635819430030.4953395334370.03331500678910.00.08739.0128.0197353218656.3114.4506788748702.7145.6752335998821.8150.2908058268688.35166.81766756127.967250.7852168909222017-07-14 23:19:062017-08-01 07:56:46
DEMO bin v2100000.00.00.2114107571890.02680135099560.5181357646340.0549660556310.00.08878.85113.1311651428908.35144.5352898088772.25117.0451442378985.65153.1481137238834.4138.465424147103.12264.451499692892017-07-14 23:27:582017-08-01 07:56:46
ESPEA-naive99963.7528.10108632480.2147692973290.02114031368710.5088357324770.02203369600590.00.08681.3599.86689826178594.2103.9795526468646.195.83203507898802.7599.07938072188654.35101.71957064710.229350.1835461436322017-08-01 05:20:192017-08-01 07:56:46
NSGA 2100000.00.00.2212138709580.0248451067710.4635033914920.03120870123410.00.09032.9118.4669174348946.8599.25367552528909.5592.84705873539108.15132.9211380768928.65141.68916126915.47820.4116369887732017-07-14 23:43:152017-08-01 07:56:46
Elitism EA100000.00.00.2231656753540.01850192472380.5704628114310.03124210724910.00.08638.1581.39848375678552.7591.08635289778582.2585.09677153878783.3114.7808438088567.1585.24038763539.51660.2168536736822017-07-14 23:38:552017-08-01 07:56:46
SPEA 2100000.00.00.2514302800840.01838393237510.6535126981630.03495703785690.00.08777.1142.7669798188771.7106.3297255078700.55124.6909759118909.1102.8237633818776.85115.28056165227.057651.210135498072017-07-14 23:11:442017-08-01 07:56:46
Mocell99901.00.00.2516188386310.01740753044990.6303952065820.04258719081370.00.08857.4118.1183171328843.2110.2588342338799.296.24180074448991.15131.3714200278775.75108.97168874214.149350.5250745586162017-07-15 00:21:542017-08-01 07:56:46
SMS-EMOA7026.251260.7035160.327566592910.04601638818860.9400784522730.07638809092230.00.08265.9113.5419699828253.75132.01829028154.1175.1976027238408.05132.7694777078231.1166.655617178298.41071.902041592882017-07-15 00:16:012017-08-01 07:56:46
GPSOMOD-optimized100000.00.00.3644948859060.01886786328181.009740982320.01991621095320.00.08251.35109.414362098266.55101.6875891618101.25106.3800906388401.75125.6263779718233.9114.14344622423.09150.8218376392352017-07-14 23:47:232017-08-01 07:56:46
DMLS+ds99977.212.24572965310.374695927390.02267499917680.9375667386540.03406837283470.00.08694.5146.4615990638632.9167.0105259848512.6169.3020968568759.75183.5778552758593.25173.0329676536.381850.2087474613782017-07-14 23:36:382017-08-01 07:56:46
DMLS99980.513.34363637020.3902728140430.0273903701041.029172545250.0340283880830.00.08281.8150.2463240648276.3149.8834986188099.3176.6587849958446.3142.2407521748288.5168.0170730676.456750.1711182647362017-07-14 23:39:412017-08-01 07:56:46
GPSOMOD-naive100000.00.00.4376413612850.02019071227131.109553494150.01287842750960.00.08035.3109.9435740458083.6144.1462707417815.1106.8259282548150.65106.2996138037989.2596.104589407913.154850.5329833882082017-07-14 23:14:112017-08-01 07:56:46
IBMOLS-fon99916.9577.91592972730.4488902486550.02005706125961.02158783150.0155447509190.00.08766.65155.8357012678691.55164.7385408528550.1170.2443754388782.95165.5706161968620.0106.0119159149.26860.2751551524042017-07-14 23:40:422017-08-01 07:56:46
Random Search100000.00.00.5358373808220.02052546005721.210538264690.007072280811130.00.07657.8563.73817743837623.2551.04164965997390.078.41119683747747.555.94969545097581.1576.55701349846.906750.2018884201992017-07-14 23:05:342017-08-01 07:56:46
la hillclimb jr99998.050.223606797750.5465753061510.1015367030451.182389737950.04636467284070.00.07626.75302.3213478547494.75326.5790586967416.55404.0253346677621.85388.5706973547567.55349.74163028.27980.7434283740672017-07-14 23:15:242017-08-01 07:56:46
MultisetGA99936.00.00.5529359106820.01464935168831.217291466930.006299678075610.00.07614.2592.56398924677603.1564.30459998287301.0569.56063239327701.782.50237636137540.185.345058130913.06590.4203063920022017-07-14 23:09:102017-08-01 07:56:46
SLS15101701.95535.34676170.5573733150590.01831545469631.219129159390.005876652845190.00.07579.9595.77356793917530.1569.22296166057312.995.71223317297656.498.73057437187491.1100.0914844696.191850.2656525778252017-07-15 00:19:092017-08-01 07:56:46
moeavan300.00.00.6464319805850.01888613849661.246927296050.004325203538370.00.07242.4129.8032519267236.75109.6486614036899.0107.8312521837331.75130.9507239597170.5592.62969570450.5130.04117101688782017-07-14 23:41:132017-08-01 07:56:46
MEMO99836.7109.8961710940.649243473030.0202981443911.247596641240.003650318017330.00.07244.6121.877591747186.279.48690723046931.0107.7658279997328.55135.7770909297157.85103.38088747319.894050.6571408144382017-07-14 23:45:102017-08-01 07:56:46
SLS15 SA201597.3529.068506160.6784039439160.02130650570921.252775178190.003150084677410.00.07164.6592.68184117847092.195.74906897996821.4151.045967217210.65158.0130824037092.55111.73063237310.608850.7702461858672017-07-14 23:12:512017-08-01 07:56:46
PredatorPrey99815.9126.807313420.7008795818570.02470170152441.255154328530.004136632943950.00.07109.2106.1466711187057.7113.5100737476794.95142.0798422687182.9139.2906465296998.15143.16838632223.167753.710778948942017-07-15 00:18:232017-08-01 07:56:46

knapsack4

Genotype: <Binary String> Objectives: 3

optimizerevaluations(avg)evaluations(dev)indicator_dominance(avg)indicator_dominance(dev)indicator_hypervolume(avg)indicator_hypervolume(dev)objective_overload(avg)objective_overload(dev)objective_profit0(avg)objective_profit0(dev)objective_profit1(avg)objective_profit1(dev)runtime(avg)runtime(dev)executedevaluated
Improved NSGA-III.2100000.00.00.04667599947240.008624514789150.08044090021060.0162525112930.00.019401.8596.561011528319298.4587.766721303817.31750.6692487933262017-07-14 17:01:192017-08-03 13:20:07
SPEA 2 no tournament100000.00.00.05211176466120.01896024420570.08405024420370.01833082815360.00.019369.75153.96577712719313.75112.06148453320.27510.7586582269132017-07-14 17:15:592017-08-03 13:20:07
NSGA 2100000.00.00.05227460865560.009235295058670.08471493072470.0130821288580.00.019396.291.739677463219279.4118.93226732319.83950.8198326851132017-07-14 17:08:092017-08-03 13:20:07
SMS-EMOA100000.00.00.05393795845520.00982871406080.09406710838570.01717462964210.00.019373.25104.3651862719243.1589.431111388739.706954.360061581832017-07-14 17:19:422017-08-03 13:20:07
NSGA-III-tournament100000.00.00.05865810766460.01038815043960.1030852784810.01255823426040.00.019339.097.721408525519240.45102.37108709827.175050.6388198391112017-07-14 17:33:132017-08-03 13:20:07
NSGA-III100000.00.00.06506161635080.01043933791390.1120222131390.009590685502850.00.019287.95100.16852904219219.7108.68936906326.80040.9486186300422017-07-14 16:32:322017-08-03 13:20:07
NSGA-III-simple100000.00.00.07889900290080.01563818657330.124013438560.01281294067940.00.019278.35187.09082370819157.1167.73283895327.74930.8312996862872017-07-14 16:45:222017-08-03 13:20:07
Elitism EA100000.00.00.08403727428530.01135963140790.1541295482380.01285949200860.00.019221.393.538114944519033.25114.82887725915.876350.3880178068352017-07-14 17:02:492017-08-03 13:20:07
SPEA 2100000.00.00.08969786318720.01841050742110.1576234126510.02263107220310.00.019241.8172.59493192519007.55146.66986738917.501450.6939018188552017-07-14 16:36:162017-08-03 13:20:07
Mocell99901.00.00.09008030384360.009852735348680.1752576568210.02250146649680.00.019136.95115.97934253519046.45122.8869720318.791550.6998917566692017-07-14 17:30:422017-08-03 13:20:07
DMLS+ds99975.211.1336379830.1612481480690.01736688768470.3225384008890.03296963724240.00.018738.05159.16376042218541.1137.27341138610.61350.3499702994922017-07-14 16:59:352017-08-03 13:20:07
DEMO bin v2100000.00.00.1897615747810.02906704540160.3758911536530.05186126192350.00.018541.05202.29563436818368.55216.359952273124.8448536.98549133642017-07-14 16:56:052017-08-03 13:20:07
IBMOLS-fon99928.748.36821487840.2015427237570.02901502478380.4051290263130.04405760943630.00.018403.3204.04233306918367.0127.06194096612.77920.4179955426612017-07-14 17:05:092017-08-03 13:20:07
DMLS99977.112.82226681660.2116502259560.01776740391710.430129568060.02677258263220.00.018368.65139.16641874118193.5152.97144556410.58240.452335390242017-07-14 17:03:532017-08-03 13:20:07
MEMO Improved99922.853.2161431780.254470486820.02463834210260.4535146661090.03169392738730.00.018321.4180.80795278318236.55172.52474269519.600750.5848738842922017-07-14 17:35:052017-08-03 13:20:07
GPSOMOD-optimized100000.00.00.4038362864370.01171603860490.7536690679210.01721684513930.00.017231.1154.43918919117083.2181.7602816926.50240.8942766791922017-07-14 17:12:232017-08-03 13:20:07
IPESA II100000.00.00.467434817360.06730322969360.8479950247920.0843952786430.00.016788.15468.67093999916536.3383.0222063116.67180.6046439230522017-07-14 16:42:482017-08-03 13:20:07
MIPESA II100000.00.00.468558767160.05437876474540.8446009672340.07335624493610.00.016829.5406.17930963916535.2392.55178672816.72590.6416978219822017-07-14 17:14:012017-08-03 13:20:07
GPSOMOD-naive100000.00.00.5200029311520.01360562291720.9276620491940.0156498352660.00.016491.9173.01654925416194.3147.51096301819.70820.7128711111082017-07-14 16:39:432017-08-03 13:20:07
ESPEA-naive99961.025.52604449120.6292268999610.04603342926861.053187803160.04927848257240.00.015696.55325.2543094115484.8357.83348082610.2790.1063989513212017-08-03 13:20:032017-08-03 13:20:07
ESPEA-optimized-c99961.028.63564212660.6329880104420.04315542028361.058431690380.04865785282280.00.015701.5349.6960334215411.55299.35904775711.746850.4383776640252017-07-14 17:28:532017-08-03 13:20:07
Random Search100000.00.00.6957475211260.008186975245061.13290101470.003897222059990.00.015273.975.620172747215006.15103.24792593811.91680.3478811956922017-07-14 16:30:012017-08-03 13:20:07
MultisetGA99936.00.00.7118028637580.01085035854671.147839598230.00895232713790.00.015150.15133.3642716314890.7116.72283860820.98840.6754590953372017-07-14 16:34:332017-08-03 13:20:07
SLS15101067.15526.0890734070.7336668252360.01389519950121.16325177550.01210455849160.00.015043.6161.02481011814742.55144.47781654510.61350.4102413282062017-07-14 17:27:372017-08-03 13:20:07
la hillclimb jr99998.150.3663475485330.787945449840.06488083498291.189619774130.0489979164050.00.014715.6499.54436081414470.75451.25904277311.417150.4942012454992017-07-14 16:41:112017-08-03 13:20:07
moeavan300.00.00.7978621140510.01650297261421.211365342240.008903633217310.00.014612.65151.62393749414310.75144.8054502460.43860.07667388219292017-07-14 17:05:402017-08-03 13:20:07
SLS15 SA201398.7344.9448621080.8032670150810.03252213299371.211312529620.02380158850320.00.014591.85272.5411171314304.6242.53798400316.126950.6677681976482017-07-14 16:37:502017-08-03 13:20:07
MEMO99910.262.28761809880.8181889617440.01704713360841.221744979280.01290390577430.00.014532.75207.53715583614169.45168.4972200317.488850.5828957002492017-07-14 17:09:552017-08-03 13:20:07
PredatorPrey99889.1546.75498847580.8281897534250.0197053390881.227742176860.01481937172010.00.014463.2238.84273619214115.05177.33360621975.228819.29187812092017-07-14 17:26:332017-08-03 13:20:07

knapsack5

Genotype: <Binary String> Objectives: 4

optimizerevaluations(avg)evaluations(dev)indicator_dominance(avg)indicator_dominance(dev)indicator_hypervolume(avg)indicator_hypervolume(dev)objective_overload(avg)objective_overload(dev)objective_profit0(avg)objective_profit0(dev)objective_profit1(avg)objective_profit1(dev)objective_profit2(avg)objective_profit2(dev)runtime(avg)runtime(dev)executedevaluated
Improved NSGA-III.2100000.00.00.07882147985730.0122934146290.1648508543970.02405051001110.00.018655.1141.05948726518682.6111.11274501717913.15132.50631563918.643350.4638853391682017-07-14 10:06:452017-08-02 22:06:18
NSGA 2100000.00.00.09293767574830.0138267703030.1864588153660.02237951467930.00.018650.3157.20958186918624.9149.22603836617830.85210.32137689521.805850.757133324492017-07-14 10:14:122017-08-02 22:06:18
SMS-EMOA100000.00.00.09305882625190.01563553823750.2031585132790.01870985565110.00.018640.85132.85974995418582.4142.91160315317736.8115.586194768186.9321512.31680870012017-07-14 10:38:492017-08-02 22:06:18
SPEA 2 no tournament100000.00.00.09463929358520.010892744680.2093279243430.01829830155350.00.018572.25133.59241823718609.45155.2018973717770.6144.18642902823.447450.6722596988012017-07-14 10:22:412017-08-02 22:06:18
NSGA-III100000.00.00.1094175003040.01614644469810.2704691746580.03109032957270.00.018482.35143.98621096318484.6148.29004296317654.6119.59158569225.91170.6618518756212017-07-14 09:36:532017-08-02 22:06:18
SPEA 2100000.00.00.1183788605370.02678270904180.2863584505090.03972164423850.00.018419.2142.65143384818506.55236.18045620817676.3193.12202305727.329551.197520881042017-07-14 09:41:252017-08-02 22:06:18
NSGA-III-tournament100000.00.00.1238492543720.01836469436740.2872881341570.02057000386770.00.018451.95150.42447834118480.95109.22958679617568.8139.21985641828.57221.138872923922017-07-14 10:50:322017-08-02 22:06:18
Mocell99901.00.00.1268911540020.0138111353390.3326715245010.02955137250180.00.018356.35157.59784763418373.95144.89759541817740.3106.0432384520.293750.7254972795482017-07-14 10:47:552017-08-02 22:06:18
NSGA-III-simple100000.00.00.1353116299220.02513185997240.3023178331010.02282961408860.00.018389.6184.13536210918417.15205.50791379317578.45232.40968251430.499950.4894950647572017-07-14 09:51:152017-08-02 22:06:18
Elitism EA100000.00.00.1675692221830.02322809578630.3504479783130.02366929842230.00.018394.15165.62140562118428.0172.55388174517286.0158.56859714316.654550.6100995151792017-07-14 10:08:252017-08-02 22:06:18
DEMO bin v2100000.00.00.2024569111660.02975866662930.5455326464350.06949523820310.00.017947.5235.02015591117875.85234.18217717317171.6201.588272424105.460252.555618616532017-07-14 10:00:182017-08-02 22:06:18
ESPEA-optimized-c99968.033.34035013870.2554228879560.1976944865480.5810037480280.4257101969010.00.017585.21208.5668154317585.851241.4640031216835.051141.6512268115.467652.503072812092017-07-14 10:45:592017-08-02 22:06:18
ESPEA-naive99956.734.89849943990.3171836256850.227366582160.6908673306150.4538008444160.00.017264.051386.9290755217218.351394.4101290116527.81211.4964908613.04112.230666407392017-08-02 22:06:012017-08-02 22:06:18
DMLS+ds99981.910.90581689310.3199052730740.03234991946430.7829562233880.04739024201770.00.017386.05196.36847077817453.15178.27692090216838.95165.76853710710.97350.5633541935312017-07-14 10:04:592017-08-02 22:06:18
MIPESA II100000.00.00.3228692983670.02761201239410.8398344123640.05701128577720.00.017190.6215.50782132617111.4283.29664571616548.2209.39979389715.494450.102001793072017-07-14 10:20:282017-08-02 22:06:18
IPESA II100000.00.00.3353394938970.02825396195510.8513563370670.0391895394160.00.017104.1194.46712616217086.3249.55161896216561.55217.59752199617.596450.6206669142312017-07-14 09:48:282017-08-02 22:06:18
MEMO Improved99851.885.92628419630.3623190138260.05380412569550.880170341680.07799808043090.00.017128.45295.17104318817060.45266.59815512516531.1260.28059757424.80140.753788075762017-07-14 10:52:522017-08-02 22:06:18
DMLS99980.612.40712868090.3626960002060.03862402852190.9120822685160.0701175872760.00.017009.6301.36468552916923.25253.39502653716328.15210.19221153411.04330.6390241820642017-07-14 10:09:382017-08-02 22:06:18
IBMOLS-fon99884.373.43891124060.4047227099330.03974367663280.8727068740210.0488034966670.00.017276.75173.55656593417436.8305.85318115216772.7288.82030472413.86840.7522047173762017-07-14 10:11:062017-08-02 22:06:18
GPSOMOD-optimized100000.00.00.4417694737080.02340124882451.036229175180.01567137344860.00.016709.45124.01590517716592.55157.54714415615948.95193.72103518628.40091.848706144992017-07-14 10:18:572017-08-02 22:06:18
GPSOMOD-naive100000.00.00.5292085128250.01695829687441.171196185610.01169175812190.00.016067.05172.12525274215924.7198.35881894315448.55193.55985746321.161050.6220423470952017-07-14 09:45:102017-08-02 22:06:18
Random Search100000.00.00.6725196185440.007060649231381.310040210020.004007836162490.00.015124.2112.49261964114917.3123.11317001714577.8107.0978893111.23630.5812346296782017-07-14 09:34:302017-08-02 22:06:18
MultisetGA99936.00.00.6831003862180.0112241099711.316877216850.00547751814720.00.015039.55138.97954222814782.9104.70504939314478.5598.716753230821.237554.167642606092017-07-14 09:38:512017-08-02 22:06:18
SLS15101001.45509.1822623730.7049833970890.01741149488941.327601966850.006207319649460.00.014896.25103.41784178814668.65187.44550787114339.3110.73301224111.04530.5030290459332017-07-14 10:44:252017-08-02 22:06:18
la hillclimb jr99998.150.3663475485330.7533256679330.09955050292641.32639211860.04632778569470.00.014789.1594.74442985414487.45692.93186989514118.5559.55654434212.773450.9535055253342017-07-14 09:46:452017-08-02 22:06:18
moeavan300.00.00.773241513930.01362060257231.358185553940.004457352258330.00.014485.9133.74795620714266.7147.10400903313931.4139.1411248750.450.05370288632842017-07-14 10:11:372017-08-02 22:06:18
MEMO99814.695.68500955030.7814802887780.01490255566441.360756616630.003777087037250.00.014419.5117.36201304214194.6152.68936474213882.15144.06222157222.175850.7618885313552017-07-14 10:16:192017-08-02 22:06:18
SLS15 SA201561.7505.8803790370.7985951613340.01679792375981.365824883920.005332705729480.00.014332.4168.50000780914151.7181.59095154813779.7138.87370256216.908650.7591876042332017-07-14 09:43:092017-08-02 22:06:18
PredatorPrey99862.968.0324226110.8034571649850.01772209427661.36759153620.006220395687580.00.014296.65156.25393468714131.3182.11364294713731.65159.33885606746.05712.65631595192017-07-14 10:43:152017-08-02 22:06:18

knapsack6

Genotype: <Binary String> Objectives: 6

optimizerevaluations(avg)evaluations(dev)indicator_dominance(avg)indicator_dominance(dev)indicator_hypervolume(avg)indicator_hypervolume(dev)objective_overload(avg)objective_overload(dev)objective_profit0(avg)objective_profit0(dev)objective_profit1(avg)objective_profit1(dev)objective_profit2(avg)objective_profit2(dev)objective_profit3(avg)objective_profit3(dev)objective_profit4(avg)objective_profit4(dev)runtime(avg)runtime(dev)executedevaluated
NSGA-III-tournament100000.00.00.1410912338940.01649729567610.4877181743920.03746333441240.00.017499.0150.13607862617475.3599.496244308916912.55158.09273594317213.7143.66814832117796.0129.56404634531.006850.9459201743892017-07-14 19:16:502017-08-01 05:08:11
MEMO Improved99903.677.38244054860.1495168717360.01468835925380.4707305198520.03932360512970.00.017568.45181.65799995417577.6155.67658783516949.95185.49066510817489.4136.3001332217883.55165.5734770930.88040.8688847903762017-07-14 19:19:432017-08-01 05:08:11
NSGA-III100000.00.00.154734444330.02372265217390.5303491813880.03270188061920.00.017576.65110.07857241717436.9165.1015317616783.5166.75651963917181.05122.51293164817702.95147.52358419831.489951.101277080442017-07-14 17:42:402017-08-01 05:08:11
SPEA 2 no tournament100000.00.00.1554619075540.01184971069710.4643928119460.05187474834510.00.017681.4171.3587802817583.45169.45872809117028.15149.92920259117434.0150.95625019717991.15164.73751849534.46581.490226849562017-07-14 18:40:112017-08-01 05:08:11
ESPEA-naive99963.9523.88673932940.1624857785140.02038563057640.5793481757160.04457855072250.00.017398.4156.16974570517343.25150.10413052316785.2155.10729732717167.95173.40444813117589.85110.06040207718.226750.4532069209072017-08-01 03:02:152017-08-01 05:08:11
ESPEA-optimized-c99964.024.79388719230.1630109628850.01635249873040.5705262123230.0325911700910.00.017357.2148.28656467517404.35138.5265602516770.4128.29587514417144.3135.95397828117664.7175.44562810521.13780.5284465416372017-07-14 19:11:412017-08-01 05:08:11
Elitism EA100000.00.00.1736242473960.02027901079060.5878072162580.0273505968150.00.017401.1165.91814722617409.8155.87262005916703.8146.71547832117053.4184.56902859317641.9166.80966146418.69150.4474802553722017-07-14 18:23:202017-08-01 05:08:11
Improved NSGA-III.2100000.00.00.1744463082460.02188411251950.4218293257340.04927870209330.00.017768.0129.67043245317718.4167.26323407617246.15148.71352715217558.65177.11110845118078.75188.26601420720.716950.5853720791542017-07-14 18:21:342017-08-01 05:08:11
NSGA 2100000.00.00.1783661772680.01845395398550.4613920467270.04287868590150.00.017697.75184.37829390517753.55237.56139926617166.75151.37053700717571.7119.07145134917929.8128.42798514524.572650.7007430849122017-07-14 18:29:262017-08-01 05:08:11
NSGA-III-simple100000.00.00.1795139855220.03240476328610.5651793685530.05177957919710.00.017421.95270.49106902317363.1201.82167741316734.6224.05906176317216.75283.02461767617728.15246.37653575136.667450.851265465122017-07-14 17:59:182017-08-01 05:08:11
DEMO bin v2100000.00.00.2208471014040.0247680653510.7262975861320.08605326736290.00.017421.0208.9066777317344.55186.80061844816782.55163.54380549517123.05167.55720939717677.75286.602764706121.16177.270889441722017-07-14 18:09:432017-08-01 05:08:11
MIPESA II100000.00.00.225252109450.0189514835940.8859686709240.03095577035170.00.017105.85127.54618358616980.05150.92468494716443.55152.24719338916874.85119.94352837917305.3115.971911320.27510.8693383993772017-07-14 18:37:032017-08-01 05:08:11
IPESA II100000.00.00.2263184227970.01461897504960.8946144818360.03619635597830.00.017098.2184.70762102116945.55139.33770978616472.85150.01974431516835.85140.46999117617278.4117.65176089720.36550.6003894788522017-07-14 17:55:582017-08-01 05:08:11
SPEA 2100000.00.00.2514902589180.02619039634310.8413524687060.05392405084290.00.017240.75234.8739583617141.35215.17808414116697.4224.44162293417045.45239.09929120117484.4193.174423535.88771.559011633592017-07-14 17:48:072017-08-01 05:08:11
Mocell99901.00.00.2947478895490.01943551490530.8912809772670.04174169051780.00.017331.65122.5536509817169.5140.29198874216792.15149.18525219917145.3164.06195877117632.7182.6771958823.840750.6422721078532017-07-14 19:13:572017-08-01 05:08:11
SMS-EMOA8240.0985.3332324380.3484121013880.03619799282091.193904407170.07195146997740.00.016400.4260.61029587416307.45187.5875865615810.05237.85100931416155.8220.61316465916654.6326.643601047299.22550.9012054208262017-07-14 19:05:192017-08-01 05:08:11
GPSOMOD-optimized100000.00.00.4677717417380.01687917768941.350664053860.01119975617250.00.016058.75163.30915950715890.5201.7834952315564.75204.84214076115817.9163.4486560316267.8206.76215677433.0890.6629597907952017-07-14 18:35:052017-08-01 05:08:11
DMLS+ds99978.310.51865510710.4826977866840.02153082837951.31286683160.02631517986760.00.016536.1287.75773801816401.7220.23554376415982.95314.83019232616342.0185.51549800516822.9259.40882182812.775550.3512843315312017-07-14 18:19:332017-08-01 05:08:11
DMLS99975.812.19404513860.4955201288770.03880762019531.377414412530.03481658799910.00.015949.45234.64048087115837.8309.28042121615338.1197.73078454815631.95271.3235541816174.95199.7736811612.855250.3434099705812017-07-14 18:24:362017-08-01 05:08:11
GPSOMOD-naive100000.00.00.5254226146920.02512222350691.421928500470.007886536122870.00.015670.0137.51133924515476.5115.56429060615041.7150.05370968215379.65181.74397115915781.2181.00671694422.83311.236840878162017-07-14 17:52:132017-08-01 05:08:11
IBMOLS-fon99891.3581.20881142240.5350035688650.02022984681091.335569867580.01968698044150.00.016774.8281.79585742716643.65279.78587207116221.9274.99777989516562.0270.61742270916908.9308.80532106115.895150.4181940213272017-07-14 18:26:082017-08-01 05:08:11
Random Search100000.00.00.6379578172260.01252959144471.485382222220.002862285684740.00.014938.0114.28219919414766.475.665746960914455.95110.89989559114653.65114.50087335915084.95112.74959446813.740350.3646120180192017-07-14 17:39:472017-08-01 05:08:11
MultisetGA99936.00.00.6386748125490.01231112005011.486796533460.002398221095750.00.014902.15113.96549570214637.3584.567802134714348.0122.7226226314604.5150.21721115214988.5586.540817871723.09180.779350782452017-07-14 17:44:532017-08-01 05:08:11
la hillclimb jr99998.250.4442616583190.6451284230710.1127039112751.468291743340.03836361263650.00.014795.2629.01875128914630.15608.96333611914228.65566.69886879614609.2518.67519498714899.65652.43747633515.54180.953634797142017-07-14 17:54:022017-08-01 05:08:11
SLS15101461.35476.1252903440.6573504738570.01317918527881.491435619550.002468161495320.00.014766.4117.41308095314546.3129.23177872214237.05142.72479038214424.95144.93863492814863.7169.94088755612.77930.4317918723792017-07-14 19:09:402017-08-01 05:08:11
moeavan300.00.00.7166438076180.01587922719841.501488152570.002047736662870.00.014366.95176.63267713414117.993.185101587613839.3159.79167358613999.55134.01275469514436.55170.0314135060.49150.05172040216392017-07-14 18:26:392017-08-01 05:08:11
MEMO99781.696.17878089650.717396335820.01763159409611.501683389860.002232946465890.00.014408.0176.40056092514083.1134.59682486313827.7154.43141894713995.65142.56163025514460.4195.73112599728.38130.7640950684862017-07-14 18:32:032017-08-01 05:08:11
SLS15 SA201454.15417.9013072860.7486235221890.01736658609571.504688146810.001440047973630.00.014197.4161.47784596313982.3154.04992355513660.7171.25269110413802.15176.4286869514306.75176.7206761218.795450.9489886292372017-07-14 17:49:592017-08-01 05:08:11
PredatorPrey99811.2116.8195189170.75738873660.01865029441561.505504713010.001929427920.00.014180.4152.92254661513944.55174.17609812513552.8151.68860068913745.7182.58122921914284.75225.00242688732.215755.490391605962017-07-14 19:08:242017-08-01 05:08:11

knapsack7

Genotype: <Binary String> Objectives: 3

optimizerevaluations(avg)evaluations(dev)indicator_dominance(avg)indicator_dominance(dev)indicator_hypervolume(avg)indicator_hypervolume(dev)objective_overload(avg)objective_overload(dev)objective_profit0(avg)objective_profit0(dev)objective_profit1(avg)objective_profit1(dev)runtime(avg)runtime(dev)executedevaluated
Improved NSGA-III.2100000.00.00.0519200798160.01273286045060.09435515759940.01851781913470.00.028416.25154.95801638528092.1596.163388919227.915451.005639229812017-07-14 15:39:322017-08-02 23:24:21
NSGA 2100000.00.00.05674957250170.01159713237280.09533712394530.01905893024110.00.028405.45178.47938846128097.15182.71210457430.77521.076350392962017-07-14 15:49:352017-08-02 23:24:21
SPEA 2 no tournament100000.00.00.05922003844630.009682586007280.0989991840570.01192840548450.00.028353.45141.34372996428117.35151.0758871731.81370.7833754964392017-07-14 16:00:592017-08-02 23:24:21
SMS-EMOA100000.00.00.06607333739980.01350591953470.1103965917090.01601374762310.00.028331.15170.24078149628043.35197.53408100344.73882.211977124662017-07-14 16:05:012017-08-02 23:24:21
NSGA-III100000.00.00.07191947309760.009063575236840.1277693785580.01205381794660.00.028267.0126.77622224327951.9185.27728863637.205450.9934272666942017-07-14 15:03:272017-08-02 23:24:21
NSGA-III-tournament100000.00.00.07315741700210.01304919786160.1315769342810.01635476304580.00.028286.15190.16869934527926.45158.59995188237.271350.9434195514192017-07-14 16:22:272017-08-02 23:24:21
NSGA-III-simple100000.00.00.08086566749240.01764927636440.134973176730.01441289809310.00.028213.1237.64013040527945.3184.70719360237.642651.281724753892017-07-14 15:21:522017-08-02 23:24:21
Elitism EA100000.00.00.08342178035840.008679263300870.1573074548830.01508151004480.00.028139.7123.67619010927827.5129.98076780826.24710.8782619139382017-07-14 15:41:572017-08-02 23:24:21
SPEA 2100000.00.00.09757661839050.01737412773980.1783200269970.02001158000190.00.028128.95171.80174467627681.7241.38026344125.4240.6204138686562017-07-14 15:08:482017-08-02 23:24:21
Mocell99901.00.00.125809124110.01188665040050.2502469674140.02100277656560.00.027750.45172.14176379427527.8181.14419961130.74760.82040275092017-07-14 16:19:042017-08-02 23:24:21
DMLS+ds99978.5512.63026857240.2013902764740.026181705890.3928124670690.049797137650.00.027164.25324.9900200926827.65280.31472443818.906850.5750009862692017-07-14 15:36:572017-08-02 23:24:21
DEMO bin v2100000.00.00.222181948950.02153271487480.4400273422250.02854031265220.00.026901.2249.65588949226614.1216.161464992111.667654.686688442312017-07-14 15:31:352017-08-02 23:24:21
DMLS99977.210.08699005750.2552663857320.02370902295290.5085790382720.04600644487670.00.026644.2311.86208152826207.2254.23789108518.967150.4658109256142017-07-14 15:43:432017-08-02 23:24:21
IBMOLS-fon99893.2571.45250538870.2595371447760.02478123597690.5127991626740.03762345952590.00.026698.5234.29637102126203.4239.68167485921.33970.5454767205222017-07-14 15:45:442017-08-02 23:24:21
MEMO Improved99937.444.61106777940.3162323678080.02186978075720.5660892684830.04534382256770.00.026482.8330.50529098426092.4280.45872198430.22470.788101723332017-07-14 16:25:162017-08-02 23:24:21
GPSOMOD-optimized100000.00.00.4655050342440.01181017302520.8470117716760.01806884551280.00.024756.0264.97626507424572.2194.71182485137.72950.8584334875992017-07-14 15:55:292017-08-02 23:24:21
IPESA II100000.00.00.4894130216240.05268799378610.8813631596780.07395937495780.00.024432.5570.9295744224199.9495.17736322727.72790.7833704440632017-07-14 15:18:272017-08-02 23:24:21
MIPESA II100000.00.00.4942467693180.05496584795580.8862712273590.07059758795880.00.024473.85498.92582245824102.05575.15915188827.51560.9149838882682017-07-14 15:58:042017-08-02 23:24:21
GPSOMOD-naive100000.00.00.5687637525840.01293619378050.9918527854840.01230207653990.00.023672.3183.21517404423537.65254.55870484132.602058.294354525662017-07-14 15:13:472017-08-02 23:24:21
ESPEA-naive99950.027.9096285970.6413452522370.03506256891321.068176577740.03764978065570.00.023056.05434.85526630322726.8324.90672345717.880450.1147576278852017-08-02 23:24:192017-08-02 23:24:21
ESPEA-optimized-c99953.031.3049516850.6620971753230.02861775125071.092128717850.02909665618720.00.022789.2261.0367185322568.35336.77311978620.03930.7148447825632017-07-14 16:16:182017-08-02 23:24:21
Random Search100000.00.00.7218520887430.01165246546571.154455627470.007276926173110.00.022237.6141.40177918922074.7132.64162242720.65940.9319860739872017-07-14 15:00:042017-08-02 23:24:21
MultisetGA99936.00.00.7366948336110.009253329280171.16435611040.007190979156310.00.022074.2591.760486278721995.6139.09383428832.791251.779134144082017-07-14 15:06:282017-08-02 23:24:21
SLS15101187.8479.6589358460.7590761314140.01528664600981.185393132090.009251329767550.00.021901.7190.38689141121626.65153.2154571718.81180.6603968185072017-07-14 16:14:232017-08-02 23:24:21
moeavan300.00.00.8062663167060.01676690050991.215965484110.01098549165480.00.021469.35246.52132927921257.25183.3563900970.47340.05551803879442017-07-14 15:46:152017-08-02 23:24:21
SLS15 SA201615.1367.3331916450.8235782685570.02506570700971.228118286640.01287246683130.00.021315.8261.13872094921078.6237.3188838522.649950.2188021155962017-07-14 15:10:492017-08-02 23:24:21
PredatorPrey99905.348.25818719740.8274701693910.02118897887021.232164600390.01009594086960.00.021269.9196.76004622221008.05218.72536853881.062920.04047866042017-07-14 16:12:342017-08-02 23:24:21
MEMO99908.352.56084193830.8281225748050.02080233291841.230587657230.01073755055540.00.021265.1222.37850615621036.2193.06083033727.100950.6784677376652017-07-14 15:52:072017-08-02 23:24:21
la hillclimb jr99998.10.3077935056260.8294639635670.09320808168741.21394911520.06352016966220.00.021320.75868.7460336921167.0874.05473753719.18070.6796002772532017-07-14 15:15:522017-08-02 23:24:21

knapsack8

Genotype: <Binary String> Objectives: 4

optimizerevaluations(avg)evaluations(dev)indicator_dominance(avg)indicator_dominance(dev)indicator_hypervolume(avg)indicator_hypervolume(dev)objective_overload(avg)objective_overload(dev)objective_profit0(avg)objective_profit0(dev)objective_profit1(avg)objective_profit1(dev)objective_profit2(avg)objective_profit2(dev)runtime(avg)runtime(dev)executedevaluated
Improved NSGA-III.2100000.00.00.08763725961920.01760505530290.1993646198830.02289333439980.00.027076.75244.1004700426618.95203.20393567527323.95169.68003170129.540251.029874641072017-07-14 21:53:532017-08-02 22:14:56
NSGA 2100000.00.00.09195238673620.01983547907490.2051423701390.03484230033970.00.027097.6267.78160779626555.85179.83040987527294.4237.54387960333.227850.6765550722522017-07-14 22:04:362017-08-02 22:14:56
SMS-EMOA100000.00.00.09478587068280.01193802076620.2138004099110.02289193681370.00.026988.45158.43925450626509.65221.52825054527330.05157.522087006235.130827.41143548842017-07-14 22:38:162017-08-02 22:14:56
SPEA 2 no tournament100000.00.00.09678867511330.0206300680440.2196124582860.02769542211940.00.026935.4238.69346120326599.7204.01111940827261.3200.34210215238.00251.353617822922017-07-14 22:17:212017-08-02 22:14:56
NSGA-III100000.00.00.1128086961530.01723839149560.2769887117030.03866816989630.00.026942.1179.71055675926267.8216.41519549727180.45183.66516301540.394250.9573389035842017-07-14 21:13:322017-08-02 22:14:56
NSGA-III-simple100000.00.00.1197169574220.01817410189650.2975596494030.02530387414880.00.026789.95204.83021852526271.15180.35878715827113.2217.80304961441.105051.110917519092017-07-14 21:34:082017-08-02 22:14:56
NSGA-III-tournament100000.00.00.1231354479870.01636493331660.3038600947370.03167663190430.00.026746.8214.91824639126350.0155.09216275327058.4213.57419516939.687451.599260831732017-07-14 22:54:122017-08-02 22:14:56
Elitism EA100000.00.00.1372312456260.01397512632260.3370417386440.02815827137010.00.026734.95200.73430331226051.85166.45444295327073.4169.99826624528.00760.7332960484942017-07-14 21:56:272017-08-02 22:14:56
SPEA 2100000.00.00.1405786416760.0171607585560.3465590311430.0313928232990.00.026688.4297.59817486726285.45257.22189376426926.2213.61046692337.593851.328685471282017-07-14 21:19:592017-08-02 22:14:56
Mocell99901.00.00.1654939527130.0121282768040.4523455853210.03004297881350.00.026489.5194.51816313526128.15158.13560969226690.4154.72808066932.370250.8347912991632017-07-14 22:50:322017-08-02 22:14:56
DEMO bin v2100000.00.00.2320896522120.02468381766630.6268240837050.05717870986410.00.025936.25332.49849623725462.55301.15278077526131.3281.171814864124.14993.678967559692017-07-14 21:44:482017-08-02 22:14:56
ESPEA-optimized-c99970.028.65401597650.2844824067720.2282047331710.6344721444520.4664489622090.00.025414.351857.0610701925061.051715.8112543425635.051992.0040550325.59713.742993003072017-07-14 22:47:332017-08-02 22:14:56
MEMO Improved99835.883.65442700720.3257839954290.03608995321580.8506956257080.07186509723310.00.025120.8271.58416355724823.45336.4186732125213.6455.58526846535.402151.002052066882017-07-14 22:57:262017-08-02 22:14:56
IPESA II100000.00.00.359184821720.0304003537870.9153019158680.05725492625180.00.024963.35389.09290934824494.9307.11062639124978.75311.57205384429.245451.084614676912017-07-14 21:30:272017-08-02 22:14:56
MIPESA II100000.00.00.3695520803340.02635856302560.9474514659250.04742412392340.00.024752.25341.25031328324436.1247.57941841224839.3267.22750016129.212151.044311421342017-07-14 22:13:562017-08-02 22:14:56
ESPEA-naive99954.5525.75486668370.4039531877110.2366661928250.871079285780.4695532460730.00.024483.551940.7079954724160.351826.6323132724530.82029.6515023720.88623.010866925342017-08-02 22:14:422017-08-02 22:14:56
DMLS+ds99976.614.18820859580.417733815260.0409437763840.9730615410860.0580514565060.00.024880.45380.66845292524496.2314.61247674924917.3287.28513252219.716150.7761641358562017-07-14 21:51:102017-08-02 22:14:56
DMLS99975.0510.4703842990.4650852176420.04861211084721.086591752030.05893469069630.00.024168.05386.90655406623838.2356.59421136524058.75329.65083202219.852050.8678176788272017-07-14 21:58:232017-08-02 22:14:56
IBMOLS-fon99834.8105.9729856340.4975764854360.03210003917871.030647177530.04154447468890.00.024847.25292.73121765424577.2328.53688409524933.15310.13567065222.91340.7488313280672017-07-14 22:00:332017-08-02 22:14:56
GPSOMOD-optimized100000.00.00.5005662227920.01882915796171.130382063630.00914522302080.00.024006.85248.88367077623597.4224.48312561124043.9169.34483660340.321150.9567613833852017-07-14 22:11:152017-08-02 22:14:56
GPSOMOD-naive100000.00.00.5741114550790.0148612080971.228129721430.009488482612820.00.023233.95279.2705677323016.55172.14940726323214.45266.70868693133.40470.7011642273282017-07-14 21:25:292017-08-02 22:14:56
Random Search100000.00.00.6990571892560.01031185387381.336029897390.003228253536780.00.022064.1157.39353962521874.2124.50263155122082.0101.7882218421.82070.5976724239212017-07-14 21:09:512017-08-02 22:14:56
MultisetGA99936.00.00.7072563280430.01009105937011.341833232550.002211983885210.00.021913.7104.40109900621786.3139.15273698521982.5120.21056088134.017650.6693506102742017-07-14 21:16:362017-08-02 22:14:56
SLS15101503.75564.4629375740.7456861985390.01912744683871.355948809620.00490985182390.00.021775.1139.29782557721495.5129.88030927321623.8197.69183887519.70690.6129609672472017-07-14 22:45:052017-08-02 22:14:56
la hillclimb jr99998.150.3663475485330.763651578520.1265858339291.340063120090.0568667207810.00.021634.01038.1502781421264.9963.76907585721686.61061.662668221.18480.9845573197072017-07-14 21:27:462017-08-02 22:14:56
moeavan300.00.00.7903377495930.02049534890021.374016724680.004963121870980.00.021314.4201.30244331421107.9173.67116537921328.5253.4871532090.47450.05832711746332017-07-14 22:01:042017-08-02 22:14:56
MEMO99792.9101.4037786070.7983273385370.02273077308411.376450976730.004756397971440.00.021294.45168.27936515521036.9208.46175971421213.1246.10735783232.376350.9031945220922017-07-14 22:07:352017-08-02 22:14:56
SLS15 SA201464.95366.1133668260.8184364691540.02458939331941.380223071620.006985462135660.00.021203.95287.7302236120949.15275.03478727321049.0258.17354424426.831951.152002808612017-07-14 21:22:272017-08-02 22:14:56
PredatorPrey99882.1571.23886801310.823100841080.01668143636491.383041141710.004929120675620.00.021150.7244.16109867320867.4219.7161805621015.05221.57224674254.393210.89561424852017-07-14 22:43:122017-08-02 22:14:56

knapsack9

Genotype: <Binary String> Objectives: 6

optimizerevaluations(avg)evaluations(dev)indicator_dominance(avg)indicator_dominance(dev)indicator_hypervolume(avg)indicator_hypervolume(dev)objective_overload(avg)objective_overload(dev)objective_profit0(avg)objective_profit0(dev)objective_profit1(avg)objective_profit1(dev)objective_profit2(avg)objective_profit2(dev)objective_profit3(avg)objective_profit3(dev)objective_profit4(avg)objective_profit4(dev)runtime(avg)runtime(dev)executedevaluated
SPEA 2 no tournament100000.00.00.1391898100540.018240429530.4785001339720.04744901424450.00.025734.2190.70274471625495.9186.45075545725765.95214.97012644425205.9245.25001207125898.4219.86129598845.52111.487601492342017-07-14 12:21:092017-08-01 23:30:26
NSGA-III-tournament100000.00.00.1430311503980.01399844388120.5008013022940.05233495505590.00.025403.15174.68084430925391.15137.04677457425694.9217.50690249225061.45210.55727436825781.8279.80211052243.57212.198634549942017-07-14 13:02:012017-08-01 23:30:26
MEMO Improved99879.977.57230922110.1453099368640.01887559894710.4592976652940.0658626445260.00.025593.5198.92751919925639.15257.65077854425960.4253.39970506425162.5236.54186232425882.35207.64298180942.85821.140370281512017-07-14 13:05:572017-08-01 23:30:26
NSGA-III100000.00.00.1513146523130.0188387541030.5322130745020.04438801232590.00.025342.8194.35090348225215.75251.09127612825684.3176.81274662324993.8240.73759464125862.2193.74225960842.939051.075436629812017-07-14 11:06:292017-08-01 23:30:26
Elitism EA100000.00.00.1538280521210.01664937390780.5722910778590.03781771624620.00.025309.3144.90399725725214.4186.63513518125638.35212.07254841124891.65203.5134225525655.65192.22691497830.530650.6824116117822017-07-14 11:57:532017-08-01 23:30:26
ESPEA-naive99949.533.71474767110.1597795780210.01791173026810.5727818522790.06257628081320.00.025365.9224.17284215125244.05229.58508914525606.6261.92775219224967.05230.02802460825564.6228.61629540928.53260.6320817235642017-08-01 21:54:242017-08-01 23:30:26
ESPEA-optimized-c99965.028.9282233340.161057196660.01513883352040.5533188125740.0405692234480.00.025351.0257.17636790825221.75191.87821658525577.5186.31396817425011.1205.66116743225736.4147.70254603530.812752.61416875942017-07-14 12:55:132017-08-01 23:30:26
NSGA 2100000.00.00.1653411848470.01481983236570.4796838895060.04394101883790.00.025811.25264.11577903825549.15170.65948706825942.95222.52249442825251.5240.93971729125990.25196.27421070936.428650.6837134114142017-07-14 12:06:322017-08-01 23:30:26
Improved NSGA-III.2100000.00.00.1720469203310.02360744834720.4528687782590.06980231459950.00.025884.05154.22010074525651.2257.63164238525991.75215.20709120625398.35202.42588637225983.05213.65084034232.32790.8886619095442017-07-14 11:55:062017-08-01 23:30:26
NSGA-III-simple100000.00.00.1778108660010.02881771153980.5725886934020.05909526266690.00.025295.05344.82741297225316.4370.35067308225613.2324.82733875124908.3328.67390654325689.2325.49178985547.951851.169931859242017-07-14 11:29:492017-08-01 23:30:26
DEMO bin v2100000.00.00.2409191920240.03083517966630.8324960528650.07659904084440.00.025200.85360.39777366624973.1233.32717034525347.65331.73218034124783.65263.28197311725346.0298.200921316139.64056.783564856172017-07-14 11:41:472017-08-01 23:30:26
IPESA II100000.00.00.2550668783020.01120420619321.023147882370.01816124894120.00.024666.95175.51022612324629.9189.95841650224796.1166.87874576924312.95127.68731338724884.25118.69193871432.63131.199524647082017-07-14 11:25:322017-08-01 23:30:26
MIPESA II100000.00.00.2579733327890.01257764814591.011766129830.0371522666120.00.024714.35246.23571826124567.7208.38453826924876.8183.4251891124318.05234.59247419224910.3252.12739052432.67641.018646026012017-07-14 12:17:012017-08-01 23:30:26
SPEA 2100000.00.00.2633282121360.03194254952090.9552146631650.08389110081010.00.024961.05221.78165530924683.4380.60373093325044.6276.13372046724459.85314.16192187825068.35258.74785023347.862051.696211582972017-07-14 11:14:002017-08-01 23:30:26
Mocell99901.00.00.3446961241350.02527194180441.078707369440.04372087322330.00.025045.35275.2457801224750.95266.62263397424985.65187.51737463424466.45174.74235921925006.7206.3025626831.75810.4268471808382017-07-14 12:58:052017-08-01 23:30:26
SMS-EMOA7488.751242.357558290.4216623583250.04860997681531.345591998010.05969149233730.00.023592.7386.94132562123333.2304.8204993823573.75402.06085883923112.05389.59215854523721.5365.67133647299.681550.7638173159242017-07-14 12:46:172017-08-01 23:30:26
GPSOMOD-optimized100000.00.00.5136591823220.01925574695931.436660114650.008962309335040.00.023258.15263.67289843423128.65149.34639177723284.15249.65434525622812.1222.50722046223340.2221.28800000844.98230.9004733316722017-07-14 12:14:022017-08-01 23:30:26
DMLS+ds99977.912.72337260820.535037617660.02224271847421.43219604790.01186437218250.00.023579.85264.87420549523412.75278.19093689123679.4338.99765563523198.35357.52663132323828.25353.21916187521.56320.5104978581332017-07-14 11:52:112017-08-01 23:30:26
DMLS99977.5512.04585536930.5557836856820.03222727588611.472900843410.01604224484870.00.022883.5262.81302138722717.95316.82594839922846.4272.78204139122540.7264.2765895623077.95328.79852653721.49420.6125190952982017-07-14 11:59:542017-08-01 23:30:26
IBMOLS-fon99887.470.5537495740.5753363373560.01603814451951.428818613340.01351560734530.00.024133.3382.9220203723917.3419.74128623324173.5270.32757905923524.15211.93228188624057.55327.14176469924.529650.6417689594932017-07-14 12:02:142017-08-01 23:30:26
GPSOMOD-naive100000.00.00.5757833493980.0241208420831.488638751820.006777010801110.00.022715.5234.41247945922614.95299.60737026322672.3203.18933353722342.3234.41463489422745.7179.293966235.32740.8959581992132017-07-14 11:19:582017-08-01 23:30:26
la hillclimb jr99998.150.3663475485330.6447330820090.1155853751341.505843154330.02776240646140.00.022044.65760.37527265421876.9831.36589575921984.75893.29277778521621.8679.13773504222029.25839.24702310424.435551.168219764612017-07-14 11:22:332017-08-01 23:30:26
MultisetGA99936.00.00.6641926313840.01151294623661.532560812460.00228635147810.00.021760.9118.64094438421667.7177.72631236121808.45152.77071743421499.4581.912967291721904.15154.04075844835.248550.9658580845412017-07-14 11:09:432017-08-01 23:30:26
Random Search100000.00.00.6648832932370.01370369700871.531761747460.002115981234240.00.021886.594.041704074621747.15138.05882613521852.6130.29375717221582.0130.45507393721937.194.010021862222.95290.7802481993772017-07-14 11:02:392017-08-01 23:30:26
SLS15101641.8584.3990705710.6865459463220.01464438501041.536599019290.001985699127950.00.021548.2164.02650620221370.15154.22890540721599.15155.52974838121277.3158.42451298921716.35141.57544947721.260850.7318906500872017-07-14 12:52:232017-08-01 23:30:26
MEMO99851.9128.0961398820.7411799031390.02553338054781.543338942930.001838084535870.00.021153.85249.25748154320974.3186.8450244421140.05232.21167181320892.0205.70136759821350.45166.86599571638.983751.003486651892017-07-14 12:10:002017-08-01 23:30:26
moeavan300.00.00.7427666626910.02293834752691.543650964060.001534707763370.00.021142.5204.84795388420945.9173.24667536921121.95211.97057268520907.4204.21644863921310.2186.4430490160.541250.08602562347782017-07-14 12:02:442017-08-01 23:30:26
SLS15 SA201812.55430.6496286210.7671132911580.03019785928381.545685281840.002083207566850.00.020913.1292.47436234920791.3247.92934052820948.65265.9123866420752.4241.17222498721183.0269.67387711829.52391.382898059192017-07-14 11:16:432017-08-01 23:30:26
PredatorPrey99811.65124.2710429070.7819728890230.02500336927921.54699069710.001705032469130.00.020825.75197.2948301420709.2209.43447662720806.1194.91965956320682.55219.70973075721077.45291.83872168343.618953.71174777212017-07-14 12:50:192017-08-01 23:30:26

knapsack_sat1

Genotype: <Binary String, Double String> Objectives: 3

optimizerevaluations(avg)evaluations(dev)indicator_dominance(avg)indicator_dominance(dev)indicator_hypervolume(avg)indicator_hypervolume(dev)objective_overload(avg)objective_overload(dev)objective_profit0(avg)objective_profit0(dev)objective_profit1(avg)objective_profit1(dev)runtime(avg)runtime(dev)executedevaluated
Mocell99901.00.00.06602384997710.01468928827680.08778428318990.01757076342610.00.010014.5565.29405147410056.261.636113815879.18551.342775542632017-07-19 05:09:402017-08-01 02:55:46
MEMO Improved99922.144.98175068550.07427101318960.01587486448510.09418164338720.03035469385630.00.010073.871.625194038510125.098.592195698470.572751.291277779042017-07-19 05:23:032017-08-01 02:55:46
Improved NSGA-III.2100000.00.00.08188855300390.01678262687590.1059859452980.01553431481860.00.09972.2566.85087489099992.6571.644792663568.71011.371471276832017-07-19 03:40:302017-08-01 02:55:46
MEMO99913.648.07056217030.08706289752260.01510701433290.1241622443860.03250648775460.00.010013.093.778574592710063.2596.707848154870.502251.040159698012017-07-19 04:10:562017-08-01 02:55:46
SPEA 2 no tournament100000.00.00.08707062042490.01041466027590.1180492515750.01623103823760.00.09918.659.36275635549995.166.29511373678.211.107717330462017-07-19 04:30:452017-08-01 02:55:46
NSGA 2100000.00.00.089358047540.01403155208710.1174626824860.0151221464260.00.09926.856.83086633539983.7569.96230187975.84690.5899817927612017-07-19 04:04:512017-08-01 02:55:46
NSGA-III-tournament100000.00.00.09343822229820.02509993567540.1194860513060.02267478590660.00.09938.182.46460165629972.95116.01972382284.01170.8514552928892017-07-19 05:16:542017-08-01 02:55:46
SMS-EMOA100000.00.00.1048352953180.01551264316530.140462532710.0170116034360.00.09879.1576.81712733919925.167.7090524928115.58743.51791143782017-07-19 04:40:422017-08-01 02:55:46
SPEA 2100000.00.00.122696506490.04101973308130.164751146350.04285309142580.00.09844.35142.9951324169876.15158.31556594775.948850.9028266299152017-07-19 02:33:322017-08-01 02:55:46
NSGA-III100000.00.00.1292122225960.02353112495070.1717269341440.02198298767590.00.09802.4121.4904804599874.6592.257234775584.372751.416249081392017-07-19 02:20:372017-08-01 02:55:46
DMLS+ds99977.2512.78928416580.1331991708910.0533964734450.2065264897720.08986309552210.00.09822.6221.2244394999821.85200.39258180460.735351.146921016642017-07-19 03:34:312017-08-01 02:55:46
IBMOLS-fon99943.045.02397022410.1417275994460.03484630141590.2129612507730.04926352487290.00.09799.2143.3448546989794.0144.28042869862.39370.9160621732522017-07-19 03:57:182017-08-01 02:55:46
DMLS99978.412.7502321960.1469950325190.05420598275710.2061949465220.06148463397110.00.09742.5177.9546068679892.15225.53078328860.46750.5975268767352017-07-19 03:51:522017-08-01 02:55:46
DEMO bin v2100000.00.00.1553878965570.02086962890460.2374806262580.03299217273190.00.09659.391.27581105759770.586.4185043537186.693610.65323178242017-07-19 03:22:022017-08-01 02:55:46
NSGA-III-simple100000.00.00.1569449577720.02604040501230.2024256236240.0247769611210.00.09741.15155.3025146379812.65150.9657594585.04481.412847278222017-07-19 03:06:122017-08-01 02:55:46
Elitism EA100000.00.00.1690153023790.008145546580490.2610565255840.008634753988030.00.09600.5550.40935063649713.1555.039005307770.569151.439665870412017-07-19 03:46:352017-08-01 02:55:46
IPESA II100000.00.00.2233142007620.02581067820610.3614608695280.04726750371420.00.09482.85125.3463727359488.15138.34483042570.01461.723198201632017-07-19 02:58:552017-08-01 02:55:46
MIPESA II100000.00.00.2316694846070.04129455369720.3716984567410.05381088294620.00.09399.1174.6647616079538.4103.90501735570.170651.033263520422017-07-19 04:24:012017-08-01 02:55:46
GPSOMOD-optimized100000.00.00.2608299223850.0155377149560.4720580927380.01820214331050.00.09303.1579.51317335419348.886.552448352481.76610.7686636318622017-07-19 04:17:592017-08-01 02:55:46
ESPEA-optimized-c99986.025.21486612470.3233068915870.1926417480610.4897609585010.3288926632310.00.09099.65712.5954986789199.15758.95276012866.148954.727566353732017-07-19 05:02:502017-08-01 02:55:46
ESPEA-naive99970.032.11820274190.381838216230.1966731168440.6010709387410.3297276364840.00.08897.55716.2580007828896.75755.89137864962.8254.233352758622017-08-01 02:55:402017-08-01 02:55:46
GPSOMOD-naive100000.00.00.4008190413670.02096411085910.6929062985860.02248722995930.00.08794.85102.2207492588836.6113.68395711579.57930.9846768158022017-07-19 02:47:052017-08-01 02:55:46
la hillclimb jr99998.40.502624689950.4154326342270.02309727607990.7150859870770.03286881647650.00.08738.0599.2855928498747.5111.9217301763.059250.6912894796952017-07-19 02:52:492017-08-01 02:55:46
Random Search100000.00.00.6232828954260.009373900240460.987723764270.01305271768620.00.07978.671.51032314147970.1106.36179567461.698650.9835758753812017-07-19 02:13:222017-08-01 02:55:46
MultisetGA99936.00.00.6350630795620.01095190455681.001236377930.01051270639920.00.07940.597.68289189227927.4568.848785487974.20521.051796888542017-07-19 02:27:002017-08-01 02:55:46
SLS15 SA199925.00.00.6635831370430.01336771358931.028650715810.01178067565760.00.07839.0568.05529872257797.090.32572635877.82971.414822291242017-07-19 02:40:142017-08-01 02:55:46
SLS1599224.00.00.7572357388340.02174754740591.099764387750.01629397240670.00.07511.6101.3723724437478.3128.0789641360.874751.166377336932017-07-19 04:56:592017-08-01 02:55:46
PredatorPrey99890.5575.3640113750.7593793268940.01602130682491.103665867180.01613094095750.00.07518.6133.9078237567444.9121.999525452116.7531516.26057384332017-07-19 04:51:402017-08-01 02:55:46

knapsack_sat2

Genotype: <Binary String, Double String> Objectives: 4

optimizerevaluations(avg)evaluations(dev)indicator_dominance(avg)indicator_dominance(dev)indicator_hypervolume(avg)indicator_hypervolume(dev)objective_overload(avg)objective_overload(dev)objective_profit0(avg)objective_profit0(dev)objective_profit1(avg)objective_profit1(dev)objective_profit2(avg)objective_profit2(dev)runtime(avg)runtime(dev)executedevaluated
Mocell99901.00.00.1139224160660.01011671002980.1949949723250.01387279038110.00.09652.7595.3254121979737.082.76154713529402.458.9258231303102.193151.202444233312017-07-17 07:11:332017-08-03 10:02:31
SPEA 2 no tournament100000.00.00.124181550460.01035462707630.1841242276110.01032739412390.00.09550.8561.40656145299592.2585.75477583759442.0563.6904314056105.19431.215759849042017-07-17 06:13:182017-08-03 10:02:31
Improved NSGA-III.2100000.00.00.1248792393840.01656452490580.1778687509290.01385162897150.00.09622.581.12401163139658.394.11532679039463.774.554889705288.077651.548963703662017-07-17 05:08:432017-08-03 10:02:31
NSGA 2100000.00.00.1288039648760.01500179481230.1849615149970.01118329233710.00.09616.6586.51210745819647.8578.64127415049437.6564.982001556794.90431.043769691272017-07-17 05:39:212017-08-03 10:02:31
SPEA 2100000.00.00.1456111246290.02243339561630.2328052658820.03142180616250.00.09457.4120.0624398969626.75109.4228278899379.4583.4962810391107.390152.991560959822017-07-17 03:36:532017-08-03 10:02:31
NSGA-III-tournament100000.00.00.1506448924130.02062904213730.2350658568980.02666369587550.00.09428.0574.30199756479481.1582.98717402499439.1560.8832143491108.12422.527352881872017-07-17 07:20:492017-08-03 10:02:31
SMS-EMOA63663.753774.520490630.1614529633020.0176628286430.2460901892820.01534074187110.00.09464.573.77740347269444.792.5919741899321.761.7465959002300.187950.1373744307012017-07-17 06:38:252017-08-03 10:02:31
NSGA-III100000.00.00.1633459418250.01487278512730.260461516530.0188342784680.00.09395.477.64250056989472.0591.75165278889380.5557.3607925879107.43321.602647697442017-07-17 03:19:292017-08-03 10:02:31
DEMO bin v2100000.00.00.1718992702670.01914291826530.322819808230.0312618181470.00.09359.493.53659570919446.6122.248840279211.2573.898846227252.42510.91920040932017-07-17 04:40:022017-08-03 10:02:31
MIPESA II100000.00.00.1785399852680.01796862552720.3376063530860.02454773594180.00.09333.4562.7622707659374.974.9237507149196.691.775699111390.47191.492308487232017-07-17 06:04:152017-08-03 10:02:31
IPESA II100000.00.00.1824442153230.01678397880040.3290544161490.02185149952350.00.09320.471.13915200069374.896.27515392449225.8551.029686922190.920652.276705197272017-07-17 04:09:222017-08-03 10:02:31
NSGA-III-simple100000.00.00.1897198059930.02230727530420.3145697232750.02012808250560.00.09281.9111.3585484639405.8587.79478164579236.75126.235733952108.85621.175737331932017-07-17 04:18:432017-08-03 10:02:31
ESPEA-optimized-c99956.030.1574813970.2090618732120.02537539400320.3458227571470.01976889698920.00.09279.6571.98996640619264.0119.3151510219210.683.38521893591.030651.680275268022017-07-17 07:02:452017-08-03 10:02:31
MEMO Improved99875.982.64948180180.2112801416230.02071776960170.3599263442670.02998728609190.00.09474.588.35067688069608.0161.2715917829265.596.630331949394.28352.365344962052017-07-17 07:28:572017-08-03 10:02:31
MEMO99843.871.83138150150.2225209189180.02617471542750.4385317663150.04060424397640.00.09298.15122.3206635739440.7135.6167587849137.45110.19813495494.16681.297513963012017-07-17 05:47:272017-08-03 10:02:31
DMLS+ds99977.513.96047050930.233215345530.02527851253820.4233261697790.04171853642610.00.09483.55183.1900005899629.35177.7311023349250.8151.27514145179.193250.6701162408982017-07-17 05:01:102017-08-03 10:02:31
ESPEA-naive99939.4527.63193232860.2368240807420.08180086526680.3809585494240.153687431270.00.09199.4312.2747440799192.45325.0798242059163.05320.55584536971.64362.106737322822017-08-03 10:01:062017-08-03 10:02:31
Elitism EA100000.00.00.2395921299550.01697930685450.402001584830.01421966997450.00.09066.8567.16066753069252.0563.70365188249218.364.21518102290.106751.035787210162017-07-17 05:16:272017-08-03 10:02:31
DMLS99976.811.25587565860.2474036077230.02249325047660.4508111108090.05639096371770.00.09409.4244.2872338699547.8168.3006707939214.3210.30581742378.43171.382535774732017-07-17 05:23:122017-08-03 10:02:31
IBMOLS-fon99933.354.81749624650.2728241122720.0225820048490.5350479503960.03774132913820.00.09233.05176.123902269385.55217.731963429093.75190.28258072281.11281.144319728972017-07-17 05:30:112017-08-03 10:02:31
GPSOMOD-optimized100000.00.00.3141079026550.0174940179870.6879347063690.01819437964540.00.08908.4100.5492285828933.2120.5909135098723.9586.3136721499104.84761.492602404142017-07-17 05:56:272017-08-03 10:02:31
GPSOMOD-naive100000.00.00.4097535468570.02691080577630.8669331564130.01912923578340.00.08517.6125.2607385888592.677.81110731168301.45108.137570763100.155351.127150822352017-07-17 03:54:092017-08-03 10:02:31
la hillclimb jr99998.650.489360484930.4916347325090.01563545564630.9810199097990.01309755724140.00.08236.0590.89466141478236.890.68604024187993.4100.48168201782.615650.9596022901512017-07-17 04:01:302017-08-03 10:02:31
Random Search100000.00.00.5799178736330.01010177865291.093129372580.00707007565140.00.07886.2563.42162589837917.255.2664359937580.4561.479543024778.62020.9910659651952017-07-17 03:10:172017-08-03 10:02:31
MultisetGA99936.00.00.5927701973730.007680261591791.099510740470.004586422654360.00.07844.943.3879682577855.5574.70959566357569.8572.101007365894.30731.739564891152017-07-17 03:27:382017-08-03 10:02:31
SLS15 SA199925.00.00.6290608304130.01996628194831.12228242010.005949502793980.00.07774.0117.9821574387735.274.87786546677415.3573.1330978422101.892351.38903973932017-07-17 03:45:352017-08-03 10:02:31
PredatorPrey99876.975.43690287780.7186977392660.01199322021211.171570595940.006806226665220.00.07407.584.99009230187389.773.72216691567147.85117.612331523112.476356.500227480032017-07-17 06:48:042017-08-03 10:02:31
SLS1599224.00.00.7227237220770.02036692565631.170060483380.009319182437060.00.07442.6129.7870320347388.7105.4774109027125.1124.93025422678.36721.674555230822017-07-17 06:54:552017-08-03 10:02:31

knapsack_sat3

Genotype: <Binary String, Double String> Objectives: 6

optimizerevaluations(avg)evaluations(dev)indicator_dominance(avg)indicator_dominance(dev)indicator_hypervolume(avg)indicator_hypervolume(dev)objective_overload(avg)objective_overload(dev)objective_profit0(avg)objective_profit0(dev)objective_profit1(avg)objective_profit1(dev)objective_profit2(avg)objective_profit2(dev)objective_profit3(avg)objective_profit3(dev)objective_profit4(avg)objective_profit4(dev)runtime(avg)runtime(dev)executedevaluated
SPEA 2 no tournament100000.00.00.1816703273250.01238865538610.3543375794210.01528764652420.00.09108.7581.08726618189060.3574.45752939918972.475.29199300419187.3556.43652699239016.0568.6666049225103.043651.230324958142017-07-18 00:37:452017-08-01 18:47:42
MIPESA II100000.00.00.1985889405590.009203996025520.3637028003240.01083890831360.00.08939.6551.27970256098923.673.15405518138842.5560.2883204199062.9554.16492844718932.2550.151218697589.84211.106765695742017-07-18 00:28:572017-08-01 18:47:42
MEMO Improved99829.9103.9280621640.2016568481140.01111207255080.349916770280.02246121808630.00.08977.256.86419648698889.3558.04832378928977.070.02480763429103.9585.82876158838914.386.187128114593.407451.062283908682017-07-18 01:50:392017-08-01 18:47:42
IPESA II100000.00.00.2068422326930.01166933593480.3635714255580.0106667889210.00.08947.3549.43286249798889.4568.35624562398826.469.45305116269033.2561.49186938128882.238.946116622891.00640.6999435616352017-07-17 22:23:502017-08-01 18:47:42
SPEA 2100000.00.00.2221993661310.01929003615650.4482964847470.0330390326830.00.09021.0100.8130108569027.582.01572378138912.75117.7463263489175.8114.4950470088931.3107.06520394104.165351.573066140242017-07-17 21:51:202017-08-01 18:47:42
DEMO bin v2100000.00.00.2230778013460.01776012621340.4312980875070.02338241988370.00.09056.35123.4368685869070.6113.7427383458927.85105.2872136999238.0120.4884794679034.189.0806258102262.200412.32549006352017-07-17 22:54:592017-08-01 18:47:42
NSGA-III-tournament100000.00.00.2281519049170.0111760788890.3636154622170.0113309515290.00.08886.5566.14057994758793.352.34008225568857.1557.33399377428978.6571.45059021528786.1563.322295898899.51720.9362578142462017-07-18 01:42:362017-08-01 18:47:42
Improved NSGA-III.2100000.00.00.235810009950.01627832537950.3987768236930.02379718674060.00.09270.683.34102420659233.1110.514538229082.45100.6753380149352.85131.892011259163.5120.83808218184.08761.304463446872017-07-17 23:34:502017-08-01 18:47:42
NSGA 2100000.00.00.236347826610.01729378282790.3919525020660.01812652506210.00.09242.55102.2017998619170.2594.6522026889117.590.33592279589357.75136.6504857779128.6127.28393457191.348251.073341112942017-07-18 00:04:312017-08-01 18:47:42
NSGA-III100000.00.00.2380457065370.01561796149370.385173694880.01689879109840.00.08872.3573.60869156358798.0585.81220315628803.298.75413382428927.3597.72963511118778.7577.7471441344100.94751.086363344282017-07-17 21:34:502017-08-01 18:47:42
NSGA-III-simple100000.00.00.2529130080620.02132589282810.392982953370.01234672613730.00.08806.65109.7333010918818.05117.9738931878740.15152.0900962218922.3123.8263214948815.45159.261940807105.67250.9789944088872017-07-17 22:32:532017-08-01 18:47:42
MEMO99853.4105.5713278460.2562860263190.01998387380110.506410601530.04408646154710.00.08827.5101.4990277378721.55106.6797840078731.65148.860328398923.0145.0317569588712.675.853321059794.728552.557047093712017-07-18 00:12:402017-08-01 18:47:42
Elitism EA100000.00.00.2679797554190.01838188512880.4616620094450.01582546296620.00.08673.755.79388761098665.073.1688746028649.7563.20965532518819.8111.8408643898660.2560.051622529586.467951.731712279342017-07-17 23:42:162017-08-01 18:47:42
ESPEA-optimized-c99976.029.45111918170.2769358016870.01809404504520.4502762217850.01312062796860.00.08685.4110.0738508078652.15107.9148177728652.05119.8351828668828.791.8064898528670.15103.64325199687.56610.6776562472772017-07-18 01:24:572017-08-01 18:47:42
ESPEA-naive99948.432.5744491410.2778647588690.01694811700050.4491945294150.009406994690320.00.08704.15115.6515979368712.7100.4249392388637.95106.9793265818782.1592.59605254748658.75103.33943813386.13891.009093073792017-08-01 10:33:102017-08-01 18:47:42
Mocell99901.00.00.2797392497470.01956802496360.5369936688340.02307586583560.00.09130.1588.58316045279147.4125.767705678890.9581.4490315289254.388.84291281759049.3104.955679869107.07942.221836637132017-07-18 01:34:062017-08-01 18:47:42
SMS-EMOA3553.75477.6777018470.336976243480.02614951515760.6498299054170.04702596133960.00.08481.85135.5582123948477.45142.8313230438293.9139.7553878078612.15119.7419484168390.35125.841702986298.07262.284940754732017-07-18 01:02:532017-08-01 18:47:42
GPSOMOD-optimized100000.00.00.3388525366420.01411381738630.7226144329330.01086462732830.00.08484.2594.3854778088458.5106.8188333488293.288.66590159288633.15162.2983850498419.282.0125792662100.713350.7598044952832017-07-18 00:21:152017-08-01 18:47:42
DMLS99974.9513.62843389850.3770227713510.02222762249330.7009215766960.02815485200070.00.09166.1252.0789141278955.85300.7652126798833.9246.1511944449225.35265.5556785718872.25263.88631423876.225650.7930372178832017-07-17 23:48:482017-08-01 18:47:42
DMLS+ds99977.315.68472270450.3813883573710.02192852774740.6958611849690.02910866990070.00.09139.1230.8439664419067.9310.7141011158690.55374.6233863219161.35281.784590189074.05258.73507584776.11081.786221522182017-07-17 23:27:352017-08-01 18:47:42
IBMOLS-fon99924.279.87266181410.3991807478480.02115091727630.7468210307370.01956242025370.00.08861.55250.2934015158872.3282.1593614668705.5280.7172205179045.2252.0682029688776.45213.86455994479.07881.203725471412017-07-17 23:55:392017-08-01 18:47:42
GPSOMOD-naive100000.00.00.4119074192180.01549617889390.8084703791620.01240059948560.00.08229.15103.4968979968200.65121.1689881297997.1107.7560109458368.387.45350644478136.95118.23681633496.73881.57756559962017-07-17 22:08:462017-08-01 18:47:42
la hillclimb jr99998.950.223606797750.5037227426310.01405725948340.8813069902190.00701662005040.00.07877.95103.0883499477846.063.17061275467590.8592.00530591117956.15106.4109585777752.0569.898780201781.35721.943506397162017-07-17 22:16:012017-08-01 18:47:42
Random Search100000.00.00.5174814012210.01254418137010.9039819045230.005132866170870.00.07819.8546.42512364297805.558.06665860987485.452.27498143677909.8573.75084299257726.754.591400903775.981651.00213547122017-07-17 21:26:112017-08-01 18:47:42
MultisetGA99936.00.00.5335485410770.01240227664510.9083348091070.004731826705870.00.07769.6572.61816142287748.2565.92649415517449.6556.17104985767838.5557.88052576787671.570.859757713187.624751.269730716372017-07-17 21:42:232017-08-01 18:47:42
SLS15 SA199925.00.00.5566853121390.0160513337460.9144974330630.004466967388920.00.07650.558.52799600017653.2574.96797561917354.2586.3389129817766.8579.34619348817631.25103.794267664106.763051.698629431262017-07-17 22:00:272017-08-01 18:47:42
PredatorPrey99785.55121.9945965150.6339153277050.01746095985050.9332682442080.002853651259450.00.07371.3108.8993257927349.6101.786877457091.7583.25412902677412.9101.2380727227288.1595.309620103293.579553.487154404312017-07-18 01:10:592017-08-01 18:47:42
SLS1599224.00.00.6405803926280.01618033758020.9325164638830.003878938383310.00.07345.75125.0165778487316.15102.3833225527059.25122.534152067435.65142.4109232217308.181.827096271474.44811.309110541752017-07-18 01:17:252017-08-01 18:47:42

knapsack_sat4

Genotype: <Binary String, Double String> Objectives: 3

optimizerevaluations(avg)evaluations(dev)indicator_dominance(avg)indicator_dominance(dev)indicator_hypervolume(avg)indicator_hypervolume(dev)objective_overload(avg)objective_overload(dev)objective_profit0(avg)objective_profit0(dev)objective_profit1(avg)objective_profit1(dev)runtime(avg)runtime(dev)executedevaluated
Improved NSGA-III.2100000.00.00.06696072192310.01419373935670.1007721836050.01633978524760.00.019651.75141.89465143319558.3584.2466772732130.92751.385872155572017-07-15 20:10:072017-08-03 00:26:56
NSGA 2100000.00.00.06920735037970.01375380126360.1137076997410.0197416092540.00.019629.35118.09018632119491.7587.6457432839137.03452.779886451682017-07-15 20:53:552017-08-03 00:26:56
SPEA 2 no tournament100000.00.00.07601601492450.01324211523520.1180096621270.01397596715730.00.019610.05107.3957144119484.65148.328680195139.398851.823673368582017-07-15 21:40:422017-08-03 00:26:56
Mocell99901.00.00.07956792477430.01150102490430.1386848794930.01513048773160.00.019572.85105.34368564519449.6106.639283766150.204752.281117567172017-07-15 22:45:262017-08-03 00:26:56
SMS-EMOA100000.00.00.08002453822210.01374521655190.1301413493560.01793078106040.00.019564.95109.01302433119444.7118.385232009176.557454.968891451882017-07-15 21:55:412017-08-03 00:26:56
NSGA-III-tournament100000.00.00.08360742120640.01349751362020.1357585490410.02365080326180.00.019552.75140.69409705919440.35130.012661327144.215151.026095885282017-07-15 22:57:422017-08-03 00:26:56
NSGA-III100000.00.00.1131317020180.01559263228450.1763566849290.0240695564620.00.019389.95162.55249354619331.0195.027933222146.62131.934987286782017-07-15 17:49:082017-08-03 00:26:56
SPEA 2100000.00.00.1188932532850.02300906233720.1887323297680.04030755457370.00.019384.3174.370174919267.85279.723223167135.92671.336933573122017-07-15 18:12:392017-08-03 00:26:56
Elitism EA100000.00.00.1254417529770.01026201910820.2251141380310.008038312631430.00.019278.298.242771262119120.3106.415817977133.05271.459878405172017-07-15 20:21:292017-08-03 00:26:56
MEMO Improved99921.253.48841487940.1267955246530.04006943260150.1687849388710.1064915331630.00.019578.9359.73424401319437.2370.770974848130.048651.502514918922017-07-15 23:08:482017-08-03 00:26:56
NSGA-III-simple100000.00.00.1279898347740.02831932394350.1879354046680.02707989034820.00.019311.8262.43326971419340.15278.150144044148.94421.687909282922017-07-15 19:11:172017-08-03 00:26:56
DMLS99979.713.86058402350.1327881357730.03510850826620.2291167686490.05563500446710.00.019323.6328.08590017719160.5191.515974323114.139251.510885340842017-07-15 20:31:142017-08-03 00:26:56
MEMO99907.354.92300831260.1432146160710.01986624349510.1946699815230.04892094452140.00.019528.25184.74616298319344.9218.485673383130.178552.078922101152017-07-15 21:05:012017-08-03 00:26:56
DMLS+ds99980.012.25174531070.1448146058910.04704538185370.2374933648840.0567056014140.00.019326.8340.78201089219102.05333.176178304114.98891.77913657062017-07-15 19:58:582017-08-03 00:26:56
IBMOLS-fon99929.8558.14797367150.1636882031480.03154803945580.2743356523250.04062195406490.00.019146.0296.54129028219044.0245.514283002117.35311.277755923482017-07-15 20:41:142017-08-03 00:26:56
DEMO bin v2100000.00.00.1668559574620.01831780579540.3164698065070.03466099616010.00.019042.5140.93503542618799.05154.276742116276.760459.982312760582017-07-15 19:34:382017-08-03 00:26:56
MIPESA II100000.00.00.323045169470.03273489750130.5979660413690.05273169968220.00.018103.95254.62737997217774.0268.655326042131.72561.764649671512017-07-15 21:28:512017-08-03 00:26:56
IPESA II100000.00.00.3283404992550.05463288097250.6141307440350.0851474475630.00.017954.25387.80229295517782.6338.384147943132.91522.260614811582017-07-15 18:58:372017-08-03 00:26:56
GPSOMOD-optimized100000.00.00.3781620686860.01492717962850.7162705295160.01632837356080.00.017643.7134.07307512617446.65167.72636707147.73512.376498948592017-07-15 21:17:382017-08-03 00:26:56
la hillclimb jr99998.60.502624689950.4523122737680.02483322318560.8233813712930.02940949277230.00.017105.6156.3701411816939.3177.438825633111.96279.246355197132017-07-15 18:47:182017-08-03 00:26:56
GPSOMOD-naive100000.00.00.5099975910540.02420346563480.9002160417640.01906567398920.00.016747.7200.10026434116614.1128.012293818146.405152.656999302242017-07-15 18:37:292017-08-03 00:26:56
ESPEA-optimized-c99970.026.35786110640.5831394331180.1227048970150.9656463913450.1913011841560.00.016325.3812.60886558116033.45911.403456503115.21732.457156231782017-07-15 22:32:372017-08-03 00:26:56
ESPEA-naive99952.027.83409495750.5937241464690.06847449654020.9814767060160.08503220137180.00.016284.15416.01458413216033.95569.8678032393.29261.130309896962017-08-03 00:26:522017-08-03 00:26:56
Random Search100000.00.00.7093032709820.01135974071611.127781843360.006067523626210.00.015413.4593.613131669915179.277.6609364651109.5669512.28356622942017-07-15 17:36:402017-08-03 00:26:56
MultisetGA99936.00.00.7219537861340.01232834531671.137466789720.007029438204660.00.015344.6105.03653499715085.0582.7077766343139.95951.650669130672017-07-15 18:01:032017-08-03 00:26:56
SLS15 SA199925.00.00.7565276659260.01182382677931.16481433960.007847924521730.00.015120.0594.31106147114827.35105.939543335145.514351.812813175122017-07-15 18:25:012017-08-03 00:26:56
SLS1599224.00.00.819315417920.01918624178341.204460457760.0100164296860.00.014732.1170.15500673114444.65135.090330403118.01141.524671471082017-07-15 22:22:432017-08-03 00:26:56
PredatorPrey99862.663.37723316940.8196037943170.02198114209281.204692352590.01034704510850.00.014735.9177.96744232114444.8134.533345504193.388520.61040632282017-07-15 22:12:342017-08-03 00:26:56

knapsack_sat5

Genotype: <Binary String, Double String> Objectives: 4

optimizerevaluations(avg)evaluations(dev)indicator_dominance(avg)indicator_dominance(dev)indicator_hypervolume(avg)indicator_hypervolume(dev)objective_overload(avg)objective_overload(dev)objective_profit0(avg)objective_profit0(dev)objective_profit1(avg)objective_profit1(dev)objective_profit2(avg)objective_profit2(dev)runtime(avg)runtime(dev)executedevaluated
Improved NSGA-III.2100000.00.00.1057315965090.009947069222060.1913133817280.01144439857270.00.018982.4116.3992222818931.1145.927487418347.3152.602372886146.039752.573835104422017-07-18 15:45:482017-08-01 02:41:11
SPEA 2 no tournament100000.00.00.1067936009570.01219864661650.2180246429720.01833581341440.00.018903.7128.76257220218934.2132.85155942718085.95103.077627875138.55012.538920012842017-07-18 17:25:472017-08-01 02:41:11
NSGA 2100000.00.00.109280578560.01202036290470.2078903664670.0131712124750.00.018907.25133.0630539118907.05140.41235325818302.8150.736298147152.54911.521094581652017-07-18 16:34:372017-08-01 02:41:11
SMS-EMOA88135.04140.345459780.1265278774640.01278521088820.2529067330120.01464832750420.00.018779.6119.84700773618749.3130.40588459418060.4114.185629108300.299550.09109767747922017-07-18 17:50:542017-08-01 02:41:11
NSGA-III-tournament100000.00.00.1342569449660.01339866628130.2745537728850.01504283204330.00.018847.6575.180677108718758.65107.17583928417903.0128.943071894137.0511.864223219072017-07-18 18:47:332017-08-01 02:41:11
Mocell99901.00.00.1375390169820.01511699703020.2998923571790.01832858864150.00.018826.45129.74974901118785.95154.74783392818220.1142.599512806142.977251.892178690652017-07-18 18:35:562017-08-01 02:41:11
NSGA-III98118.753771.088728390.1447311482010.01407409868750.3286824813370.02519208750230.00.018599.45149.1362764318637.3119.50824679817943.0180.331274107249.2837561.66464883962017-07-18 13:04:352017-08-01 02:41:11
SPEA 2100000.00.00.1496419791460.02568497608090.2996446304960.04254256406740.00.018867.85185.46762378818640.75257.63333287917959.7211.479524951162.05693.720210561392017-07-18 13:31:222017-08-01 02:41:11
ESPEA-naive99949.832.79698317320.1706256669130.02363639070270.366235155990.01641854474930.00.018505.55163.97287163318504.2202.47094658417785.2209.128668527119.366151.386598840592017-08-01 02:40:132017-08-01 02:41:11
ESPEA-optimized-c99969.031.43916431190.1752704948080.02085508586460.3644831742740.0163931320530.00.018485.85167.10484417718576.9184.38600814617751.6229.463080392123.53211.314072973222017-07-18 18:23:462017-08-01 02:41:11
NSGA-III-simple100000.00.00.1819684144060.01551782821230.3564451640140.01589453062730.00.018721.85268.09175079118510.45267.8282000417665.6174.729987183184.27436.267572568812017-07-18 14:40:042017-08-01 02:41:11
MEMO Improved99839.0102.4684803910.1819733970320.05903719136270.402711777470.1723550474140.00.018567.65466.88241222218573.25528.51259756917709.7330.30497869125.865951.731987433862017-07-18 18:58:152017-08-01 02:41:11
DEMO bin v263040.017281.67267730.201239261540.01902148734110.4737241529030.04752736110820.00.018312.85193.17629662818227.1177.87958671117674.65166.436735254299.64310.4205899240482017-07-18 15:05:112017-08-01 02:41:11
IPESA II100000.00.00.2031623147480.0126354390250.4909897984240.0286479261660.00.018295.35187.23592632118220.65144.01106499917589.6132.94019233163.3422517.09217689282017-07-18 14:24:262017-08-01 02:41:11
MIPESA II100000.00.00.2067740354720.02162016058480.5030587368680.02981393455290.00.018303.45172.95830802818195.0153.0445411617515.25141.910970979149.458726.15374834382017-07-18 17:13:552017-08-01 02:41:11
Elitism EA100000.00.00.2118563975050.02443433623860.4351522007680.01861123164760.00.018484.2128.04053634418508.0128.5072187217370.0147.806772867148.89971.975392408722017-07-18 15:58:252017-08-01 02:41:11
MEMO99846.685.06492876190.2427773462940.09460074851360.5748938287240.2296813573090.00.018094.0579.10847997518146.55751.67437483917306.25587.04441462149.441451.749970510282017-07-18 16:47:202017-08-01 02:41:11
DMLS+ds99980.5514.9295715030.3236836394370.02884183255650.671389574420.06512967962390.00.018160.2279.10582788218140.35410.10708165217807.3405.166125773130.271851.599019247932017-07-18 15:33:242017-08-01 02:41:11
DMLS99981.2512.66522383290.3242693332860.04704392188590.6784190613740.07855045539850.00.018170.3332.40496861218129.15421.04322505917581.3408.959153796129.785251.990734085052017-07-18 16:09:292017-08-01 02:41:11
IBMOLS-fon99950.346.12808255280.3693575937130.02255436757860.7300328544590.04533180833630.00.018156.4315.47564757118016.75357.04147997317520.2339.86585589130.70612.721271798262017-07-18 16:20:382017-08-01 02:41:11
GPSOMOD-optimized100000.00.00.4083545154590.01550592038880.9546249544270.0148779781370.00.017029.75161.825726616924.3138.96538758816365.5161.289050759163.20811.883398716772017-07-18 17:01:132017-08-01 02:41:11
GPSOMOD-naive100000.00.00.5057709711190.01459704901561.091895621650.01415076884890.00.016410.65162.94631825116250.85165.14531878315686.75170.855394382160.860552.180696930492017-07-18 13:58:592017-08-01 02:41:11
la hillclimb jr99998.550.5104177855340.5475191314480.01426613263121.132129108170.01716366649910.00.016060.5156.56392674515921.75199.05906951915456.45185.835942079133.763451.816113736152017-07-18 14:10:362017-08-01 02:41:11
Random Search100000.00.00.6612904160360.01222307449791.238487845590.004726265174320.00.015296.3115.70566105415104.1106.20779037714755.75107.7379252169.296152.611527326362017-07-18 12:43:322017-08-01 02:41:11
MultisetGA99936.00.00.673873550590.01054624314511.24511729880.002994717239210.00.015235.386.89079655715047.15102.17130867214655.397.2820641228152.893151.205907925042017-07-18 13:17:362017-08-01 02:41:11
SLS15 SA199925.00.00.7142907921710.01195374172791.260644023090.005945943833170.00.014993.0129.0405892914823.0136.1910422914489.15151.78318158164.3482.264675810422017-07-18 13:45:202017-08-01 02:41:11
PredatorPrey99897.276.06617617510.7727540425830.01734996404531.28725958310.004007637735780.00.014634.35134.90046037914350.25147.75544339414130.35166.091374661148.10567.107748428742017-07-18 18:03:402017-08-01 02:41:11
SLS1599224.00.00.7832482556020.01699656808881.287370661620.005103355240840.00.014591.1166.02311189814403.15141.0659700114037.55168.350347412112.01181.638602022912017-07-18 18:13:162017-08-01 02:41:11

knapsack_sat6

Genotype: <Binary String, Double String> Objectives: 6

optimizerevaluations(avg)evaluations(dev)indicator_dominance(avg)indicator_dominance(dev)indicator_hypervolume(avg)indicator_hypervolume(dev)objective_overload(avg)objective_overload(dev)objective_profit0(avg)objective_profit0(dev)objective_profit1(avg)objective_profit1(dev)objective_profit2(avg)objective_profit2(dev)objective_profit3(avg)objective_profit3(dev)objective_profit4(avg)objective_profit4(dev)runtime(avg)runtime(dev)executedevaluated
MEMO Improved99831.487.5853869090.1582122407740.01419216741120.4049322456740.02643509128710.00.017992.85143.56303401917981.05125.05218910517325.25113.06536302417835.85129.39546685318229.6114.55653626188.045552.228664586582017-07-16 07:03:472017-08-02 21:38:55
SPEA 2 no tournament100000.00.00.1648589415290.01156676218490.4645329366420.02293694331710.00.017943.2587.45999085317911.35137.8138618817344.4596.420392579917786.4141.43192522818209.65161.142393716197.392452.901486306512017-07-16 05:02:152017-08-02 21:38:55
MIPESA II100000.00.00.1691526115290.007741114198890.6080926106890.01448264040140.00.017700.2598.546742849917601.5572.222955236917072.6578.576998777317514.75125.80347037317942.183.2541448312185.196152.090938300462017-07-16 04:45:312017-08-02 21:38:55
NSGA-III-tournament100000.00.00.1730425647080.01623319054080.4938063968870.018328258960.00.017837.85101.40137806617717.1132.58598004817032.55115.81903988617437.05135.42621801717969.25130.794686436197.836655.163515910242017-07-16 06:47:512017-08-02 21:38:55
IPESA II100000.00.00.17482986980.00912118957710.6120773114390.01455713149810.00.017691.7588.116474951617609.9100.67712853717035.0596.899554613117460.2588.312170586417865.8588.3124089749185.80492.605089591352017-07-16 01:20:152017-08-02 21:38:55
NSGA-III100000.00.00.190222253810.01554279947840.5556205474010.02416113721250.00.017713.4171.78425882217611.9150.22120531516970.3154.63781113217346.35169.07839197117953.6146.34364748195.76513.662658337162017-07-15 23:43:192017-08-02 21:38:55
ESPEA-naive99952.925.667714720.2098357081030.02268724866310.613767827210.02812703844250.00.017569.45166.63748077817443.15205.82012458516905.45191.82022147917288.55183.13827821417749.65181.928636963148.986753.256655418242017-08-02 01:47:002017-08-02 21:38:55
Elitism EA100000.00.00.2101848786040.01478662046910.6288104847060.02457286562160.00.017497.5119.97082978817505.05113.40680152316849.796.703616652617221.2139.10374772717789.0197.219621101180.654352.440820402952017-07-16 03:13:052017-08-02 21:38:55
ESPEA-optimized-c99963.026.96976865030.2143164015440.0177772014170.6122591394870.0255850722730.00.017561.5212.77823889517474.4167.35634845616914.95172.67568475417293.9202.7596191517723.3174.888265081180.40451.581148033952017-07-16 06:13:072017-08-02 21:38:55
NSGA-III-simple100000.00.00.218910699350.02431008873450.5582077572670.02046218483460.00.017688.0233.34997434417643.3361.5893425317086.7189.56157172217173.15284.16345833517958.95297.164578714201.90933.084342156252017-07-16 01:37:202017-08-02 21:38:55
Improved NSGA-III.2100000.00.00.2230310420750.01656550433760.4882494030260.03053377445080.00.018137.5177.69888783218057.95143.75910955117601.85162.28152114517996.45227.36811677618477.85157.255164755177.476853.455251141382017-07-16 02:57:492017-08-02 21:38:55
SPEA 2100000.00.00.2269284979290.01561980358310.704755843040.0403566233630.00.017665.55207.13623155117518.1218.48687784317030.55158.40669676217461.75191.2030816217900.8145.99084326197.17822.654959165112017-07-16 00:15:412017-08-02 21:38:55
NSGA 2100000.00.00.230654961480.01310889321880.5196566139770.03132257066360.00.018063.8155.1483500618021.95145.27233046917533.4148.98512818818003.9145.88239675918268.75226.712401862183.491651.926169208152017-07-16 03:57:112017-08-02 21:38:55
DEMO bin v273595.01661.791994080.2385320321210.02342926958380.6795154269180.0520402506550.00.017793.05219.88668732617561.25194.72514367417189.95183.92460554917559.3245.3204349217982.3133.400899547299.987150.1650385202252017-07-16 02:02:282017-08-02 21:38:55
MEMO99866.197.41603672150.2598986859420.03933889366890.7942101630590.08118139445160.00.017381.1320.66869277517344.75247.03204032516827.95208.8453154617130.7233.50016341717666.55234.456925681185.71072.290935389292017-07-16 04:13:002017-08-02 21:38:55
SMS-EMOA4161.25372.0917932870.3367267808530.02349004670131.035413246650.04465750651160.00.016748.5208.43994465116675.1147.98716160516190.4176.68509006916487.1224.8381640217017.75203.839429841297.66183.801437797242017-07-16 05:27:242017-08-02 21:38:55
Mocell99901.00.00.3414640014860.02292473493060.8874321607880.04433580801520.00.017778.9199.69763986717597.6174.76673174917218.7175.43122809117521.35219.0134038217926.7161.517507606212.844653.716507617522017-07-16 06:31:062017-08-02 21:38:55
GPSOMOD-optimized100000.00.00.4397754068580.01980931272871.197999032780.00939812697030.00.016419.15164.70780347716344.35183.06147227515860.9177.48414310216134.8222.72300474416527.35165.758948318197.69433.340730649682017-07-16 04:29:532017-08-02 21:38:55
DMLS+ds99980.111.96881913890.484714035310.0313959266991.149415546350.03632267532350.00.017499.7545.2622835817280.65564.25510048316990.8620.84387392417360.8511.05233020817654.9368.807880382160.388153.25574784482017-07-16 02:42:472017-08-02 21:38:55
DMLS99977.712.98217401310.4865471951540.02229665218341.168406999450.02838193970660.00.017339.4534.9393866317311.8669.02864386816865.6388.50108717617008.7491.51442662317449.75586.269012709160.319852.174129499732017-07-16 03:26:392017-08-02 21:38:55
GPSOMOD-naive100000.00.00.5035991010710.0152788574041.272208611320.007321183598210.00.015970.45158.49239563415798.1195.16818657915335.95149.70443687815694.35133.76384335616093.95138.747963475191.59452.486948701142017-07-16 00:49:462017-08-02 21:38:55
IBMOLS-fon99912.561.314117890.508280796670.01688763885221.187557031950.02358573760660.00.017083.1372.36553913717017.15469.10309438116561.95432.78382533717034.15537.35309130717480.65551.778204392164.461054.167612373062017-07-16 03:40:382017-08-02 21:38:55
la hillclimb jr99998.750.4442616583190.566995981290.01554438712511.315967956550.00451857416170.00.015410.45101.1535960815204.65121.3660296714855.75167.47847465815086.45154.40973346715538.45147.927960775170.09632.097035980922017-07-16 01:04:282017-08-02 21:38:55
Random Search100000.00.00.6223700877410.01283360881541.338373041440.002482266098770.00.015163.1599.734529205214941.763.811482220314636.9114.70827988314866.95126.47798851615313.05119.282713708158.671752.188033865682017-07-15 23:26:412017-08-02 21:38:55
MultisetGA99936.00.00.6303907059180.01512639280951.340285179780.002500582779770.00.015081.5569.401558453614904.15135.24880581214545.2599.975194291814790.494.705304692215199.0108.755641112184.3882.111625863992017-07-15 23:58:572017-08-02 21:38:55
SLS15 SA199925.00.00.6543744173380.01162663613131.345943698950.003166417606980.00.014865.45124.89931734714685.35147.77944982114354.05153.16089751114570.894.539103577614949.85110.069009454210.21324.852921470622017-07-16 00:33:312017-08-02 21:38:55
SLS1599224.00.00.7113973574180.01392893762871.353227265560.001511625027040.00.014450.390.112853221914293.85147.46748972714023.6125.02521850914274.65252.94481923714613.65124.985588643162.161753.235507067962017-07-16 05:57:512017-08-02 21:38:55
PredatorPrey99761.295.27445120610.7131597589640.01471590168691.353096350520.001531709723240.00.014542.05163.22618307814262.75189.34120551314009.75135.37506378514167.05180.02235972214660.25165.675292761194.615954.074869548772017-07-16 05:43:582017-08-02 21:38:55

knapsack_sat7

Genotype: <Binary String, Double String> Objectives: 3

optimizerevaluations(avg)evaluations(dev)indicator_dominance(avg)indicator_dominance(dev)indicator_hypervolume(avg)indicator_hypervolume(dev)objective_overload(avg)objective_overload(dev)objective_profit0(avg)objective_profit0(dev)objective_profit1(avg)objective_profit1(dev)runtime(avg)runtime(dev)executedevaluated
Improved NSGA-III.2100000.00.00.065298714690.01031202192240.1050752296650.01713087273840.00.028898.0149.75559035328514.75125.705535196153.55042.32899785092017-07-19 08:35:382017-08-03 10:52:36
NSGA 2100000.00.00.07422841550710.01166406810420.1177234196930.01400680530740.00.028806.4168.28121826628491.4152.752086729157.40341.161082362552017-07-19 09:26:002017-08-03 10:52:36
SPEA 2 no tournament100000.00.00.07466475676850.01342516775620.1194318524850.01156058789310.00.028780.3176.92284967428509.35134.882902432160.42470.9391724296592017-07-19 10:19:592017-08-03 10:52:36
SMS-EMOA100000.00.00.08280944338240.01565179805310.1375970081390.01360684848840.00.028626.15157.37192787928489.1123.281406802190.023052.606644535452017-07-19 10:36:062017-08-03 10:52:36
NSGA-III-tournament100000.00.00.08978710427410.02051636127750.1499620803580.02702903938520.00.028659.15169.20565966628368.8251.757527458165.402051.482542782732017-07-19 11:46:552017-08-03 10:52:36
Mocell99901.00.00.1015311433370.01335502453160.1908259189830.02056143258980.00.028498.25171.63298511328255.2155.606994837178.01761.813502786852017-07-19 11:32:532017-08-03 10:52:36
NSGA-III100000.00.00.110578263270.01885303633030.1838823093650.02248603593510.00.028497.75227.21352697928204.0246.49351438165.614251.291379306462017-07-19 05:54:032017-08-03 10:52:36
Elitism EA100000.00.00.1259680473030.009667246542690.2311084113320.01393227084690.00.028353.0113.53691725127911.15128.740978222154.1991.584879905792017-07-19 08:48:452017-08-03 10:52:36
NSGA-III-simple100000.00.00.1282931062310.02394004302790.1913270368650.01768267170320.00.028675.65337.30296782827958.15340.392385808166.17641.502811239332017-07-19 07:29:422017-08-03 10:52:36
SPEA 2100000.00.00.1317303447410.02882949902370.2184577450830.04580195204050.00.028298.8362.75591329728113.9326.894462287157.46990.752781222152017-07-19 06:21:232017-08-03 10:52:36
MEMO Improved99924.048.39530207730.1500891905110.02910035498660.1708386014350.04630719966670.00.028798.45244.73260918828559.25266.770919862152.99231.375266179022017-07-19 11:59:552017-08-03 10:52:36
DMLS+ds99981.913.01375790220.17523698370.0437241207350.3149243587240.08391663024960.00.028051.65470.29333231627649.25544.130777141136.103451.907425999812017-07-19 08:22:342017-08-03 10:52:36
MEMO99922.645.84458872960.1895508529810.0284806778740.2617380819850.05587386927270.00.028451.3328.18786340228013.2355.789648085152.01911.65619287272017-07-19 09:38:552017-08-03 10:52:36
DMLS99982.411.11376576470.1924107973390.04196978601190.3219240712410.05854622435540.00.027805.15557.3174730727810.15493.577410875133.871852.612608885162017-07-19 09:00:072017-08-03 10:52:36
DEMO bin v298975.01697.327620890.2012603856650.01812294886710.3758672823660.02747300592870.00.027672.65236.42763998227314.3252.541210811296.08135.655826237752017-07-19 07:54:402017-08-03 10:52:36
IBMOLS-fon99925.6580.21830411940.2103956318130.03518128356330.377667701550.06068247854880.00.027735.45476.75056647227374.3502.135764824134.896552.039872454092017-07-19 09:11:372017-08-03 10:52:36
MIPESA II100000.00.00.3677433303270.03655038076750.676677181090.05064975529970.00.026087.2324.52176960525805.6397.961172399153.212.075053049422017-07-19 10:06:252017-08-03 10:52:36
IPESA II100000.00.00.3740719898170.04518698534440.6857743024650.06773897593610.00.025970.7413.73638950425800.5475.123972742153.65711.46241253092017-07-19 07:15:382017-08-03 10:52:36
GPSOMOD-optimized100000.00.00.4464768819980.01929173218230.8203424442880.01192399080780.00.025352.5199.32794981924991.1232.515058935170.997451.427428511442017-07-19 09:53:272017-08-03 10:52:36
la hillclimb jr99998.550.5104177855340.5071259592280.02718357158550.888272932740.02913195492220.00.024741.05328.43704435624522.85220.643383385139.434852.569221841542017-07-19 07:02:372017-08-03 10:52:36
GPSOMOD-naive100000.00.00.5702584966630.01948286010430.9795515587240.01121566666780.00.024122.7209.59939232523909.05184.832918861170.39761.361162057722017-07-19 06:50:302017-08-03 10:52:36
ESPEA-optimized-c99963.030.6250671320.6044954899940.1710678665950.9680975401640.2719254798990.00.023870.651669.2330503323624.81683.72986957134.707755.492469465452017-07-19 11:17:492017-08-03 10:52:36
ESPEA-naive99971.022.91862033140.614372610340.1305539076860.9926351380410.2118114629730.00.023744.41412.5546249323543.051237.31298321128.89194.969370286272017-08-03 10:52:322017-08-03 10:52:36
Random Search100000.00.00.7484435588110.0112607025291.15313070290.005978714801480.00.022431.45104.54436227822280.25172.172457911135.700151.109541169992017-07-19 05:40:022017-08-03 10:52:36
MultisetGA99936.00.00.7529911025720.01516177545791.159179937990.007741694941750.00.022405.15175.41117860322188.6112.143892529164.538451.081687885472017-07-19 06:08:012017-08-03 10:52:36
SLS15 SA199925.00.00.7899906256420.0164726801341.183547297460.008010771088160.00.022047.8154.58794124721853.3192.915334579172.708352.283299465692017-07-19 06:36:032017-08-03 10:52:36
SLS1599224.00.00.843044519450.01922241417471.214830987140.00771102312440.00.021564.45176.4615583621400.2207.842197225139.368953.49530932017-07-19 11:06:162017-08-03 10:52:36
PredatorPrey99879.0575.11147855370.8490279047710.0148089969821.21698345390.004475301125210.00.021509.7168.0476436221392.75163.939293964210.288721.06877631922017-07-19 10:54:182017-08-03 10:52:36

knapsack_sat8

Genotype: <Binary String, Double String> Objectives: 4

optimizerevaluations(avg)evaluations(dev)indicator_dominance(avg)indicator_dominance(dev)indicator_hypervolume(avg)indicator_hypervolume(dev)objective_overload(avg)objective_overload(dev)objective_profit0(avg)objective_profit0(dev)objective_profit1(avg)objective_profit1(dev)objective_profit2(avg)objective_profit2(dev)runtime(avg)runtime(dev)executedevaluated
MEMO Improved99852.282.60087931230.1018425164160.03527574389430.1721893377050.0870761937390.00.027955.2467.62339773127369.8342.73476011328298.4468.189390379207.4032.338390359562017-07-17 02:53:202017-08-01 08:23:12
Improved NSGA-III.2100000.00.00.1195415702020.01446877811030.2471692625160.02473907871020.00.027719.45198.27080762927255.15214.41211547727890.8172.61139805202.46062.911063929222017-07-16 22:20:382017-08-01 08:23:12
NSGA 2100000.00.00.1281776113970.01674312879510.270048120610.01450989837480.00.027593.4196.93290334827159.05222.70265165227804.25174.703621208209.319052.856076614682017-07-16 23:27:172017-08-01 08:23:12
SPEA 2 no tournament100000.00.00.1323652045210.0132550886980.2706654390010.01800142492580.00.027522.1148.46084013227104.4165.97158919827776.45141.888197276218.87382.305456196442017-07-17 00:39:322017-08-01 08:23:12
NSGA-III-tournament100000.00.00.1527824836580.01666986920650.3197951605080.01989533778140.00.027302.0156.51097153426828.4151.79432067627793.2162.60821498218.90941.704238752732017-07-17 02:35:482017-08-01 08:23:12
SMS-EMOA57396.252033.830243780.1585618598120.01734126877020.3280803276260.02047117727940.00.027324.0197.19586843126908.45184.14195753927529.95191.75381009300.11680.1190601793882017-07-17 01:04:392017-08-01 08:23:12
SPEA 2100000.00.00.1748575225010.01923508659110.3922015261970.04147683723850.00.027177.4218.85813718126814.8323.71651015627387.3229.485947282215.018452.258903704182017-07-16 19:26:402017-08-01 08:23:12
NSGA-III100000.00.00.17961563330.0217226913950.4007973483960.03405946651040.00.027155.25263.10651735326599.55223.47694453127440.9250.832487613221.425752.389320336632017-07-16 18:50:172017-08-01 08:23:12
Mocell99901.00.00.181400460590.01530839045660.436506135790.02219734140230.00.027267.8208.46168397126917.75197.56514581827398.2169.768139098232.354953.852996707622017-07-17 02:17:192017-08-01 08:23:12
MEMO99878.574.87498352520.1870929471260.03253540471820.4460159350050.07302715003270.00.027319.25329.36300162926575.3448.28622200827555.25487.547986842206.50732.541529400722017-07-16 23:44:432017-08-01 08:23:12
ESPEA-naive99948.8530.83961055120.2027374233680.01530001710320.4112024392880.02353539055150.00.027023.75311.92793955326537.15290.36751213827389.7340.232598457167.418251.73307511532017-08-01 08:22:252017-08-01 08:23:12
Elitism EA100000.00.00.2101859840360.01435460582680.460903684590.02041302040190.00.026850.95141.39771270426249.15209.74101197727368.35202.789825085205.866052.552657799132017-07-16 22:38:012017-08-01 08:23:12
NSGA-III-simple100000.00.00.211782212290.02749277326030.4260933685030.03110877309150.00.027108.7478.18902890826401.5405.5067654727337.4375.557746628221.08653.047780443472017-07-16 20:57:002017-08-01 08:23:12
ESPEA-optimized-c99962.030.36618618060.2201819202740.1038916654920.4474700834960.1749097710830.00.026869.7986.65031932926385.4880.5835027227109.7992.989113207200.531655.211971263352017-07-17 01:57:342017-08-01 08:23:12
DEMO bin v272565.01567.188229720.2378565670270.01971505487910.5647697934410.03981045450990.00.026640.9214.86541687426166.2230.26451608626804.15256.646444293300.010950.1456106831682017-07-16 21:22:072017-08-01 08:23:12
MIPESA II100000.00.00.2604152664640.01637388099610.6164148413020.02057830985450.00.026421.15189.52607791726045.3206.31557330826628.9215.933201172206.39892.656366412192017-07-17 00:21:032017-08-01 08:23:12
IPESA II100000.00.00.2633698117750.02220021060570.6087626072260.0268515739850.00.026335.6210.51700768926158.45239.85071563326674.8238.17145527206.049951.651358817682017-07-16 20:38:182017-08-01 08:23:12
DMLS+ds99979.0512.51725125370.4116959804050.02687116129480.8729612028790.05339524504680.00.025912.95511.28274956225566.75515.59652473226271.55599.288040314180.19774.110058164532017-07-16 22:03:272017-08-01 08:23:12
DMLS99980.4516.1325920520.4266880319010.03634183618250.9000398116470.06154860180780.00.025647.65685.02088135725833.45615.55165459425759.5520.821062312179.65912.807936344682017-07-16 22:53:142017-08-01 08:23:12
IBMOLS-fon99934.731.33704718570.4494959816530.03490622508820.9167577471230.04054013680590.00.025606.3519.99747975125673.35469.76772255925865.35523.963766827180.80332.801221539932017-07-16 23:08:312017-08-01 08:23:12
GPSOMOD-optimized100000.00.00.4839100671320.01590632377881.051413979750.01106131337150.00.024436.05200.33615828324153.65223.98526149824591.35195.9278264222.87842.695832659182017-07-17 00:03:362017-08-01 08:23:12
GPSOMOD-naive100000.00.00.5840944252410.01653216972961.152519325120.007620178707390.00.023590.1163.81372604923358.45253.85418006623534.4281.247109927220.39442.707360792942017-07-16 20:04:372017-08-01 08:23:12
la hillclimb jr99998.550.5104177855340.6046957881860.02342798682991.167191354120.01389425195050.00.023347.25226.81893427923082.45203.36756326823352.25242.051511482187.71644.465293759422017-07-16 20:20:522017-08-01 08:23:12
Random Search100000.00.00.7157609951860.01047598773451.249670579970.00333327143410.00.022324.4151.08289812322147.05126.03110518322260.6130.745795947179.709551.545198762017-07-16 18:31:352017-08-01 08:23:12
MultisetGA99936.00.00.7268598558350.01265828909041.253321555380.002294571232690.00.022212.4137.43990074122065.05130.5097193422240.75153.252758196214.95951.766977094542017-07-16 19:08:282017-08-01 08:23:12
SLS15 SA199925.00.00.7639818380510.01587494753381.266281681240.003708385035780.00.021893.6196.07286508121772.95201.66138241621929.25184.560609072228.194851.978347802832017-07-16 19:45:572017-08-01 08:23:12
PredatorPrey99874.8574.78198136480.8140049990240.01263254427351.283286311430.002168142374290.00.021416.9124.75867230721284.25198.61040281221404.1146.542934251235.40187.575579308062017-07-17 01:24:362017-08-01 08:23:12
SLS1599224.00.00.814911259180.01205042256451.282670464050.002541376477550.00.021449.95150.99789995121275.1162.85185389121442.05185.946363234186.041252.484609889432017-07-17 01:40:322017-08-01 08:23:12

knapsack_sat9

Genotype: <Binary String, Double String> Objectives: 6

optimizerevaluations(avg)evaluations(dev)indicator_dominance(avg)indicator_dominance(dev)indicator_hypervolume(avg)indicator_hypervolume(dev)objective_overload(avg)objective_overload(dev)objective_profit0(avg)objective_profit0(dev)objective_profit1(avg)objective_profit1(dev)objective_profit2(avg)objective_profit2(dev)objective_profit3(avg)objective_profit3(dev)objective_profit4(avg)objective_profit4(dev)runtime(avg)runtime(dev)executedevaluated
NSGA-III-tournament75860.016443.18847940.1472653063020.01307063887260.5351202960930.03630896825870.00.025754.0148.94223535925607.55136.15064218926215.3185.30887444325466.5174.9578896726160.85135.770811141293.751911.84181220532017-07-17 17:41:442017-08-03 08:02:44
MEMO Improved94092.311026.30709330.1593193952610.01981546683680.3845384290830.03958292436480.00.026231.0212.16056481626278.9180.22380822926647.35188.56278446225770.05146.63433754526556.95147.603121847260.069535.0545600662017-07-17 18:03:412017-08-03 08:02:44
SPEA 2 no tournament100000.00.00.1634977970680.01171322702220.5362878025750.03448875844990.00.026082.05187.48711534725947.85226.75427808926319.05211.65798504125556.05226.10767695726296.95233.743330893233.30792.117948384142017-07-17 15:31:172017-08-03 08:02:44
NSGA-III100000.00.00.1710265475380.02266184407810.6133290868260.04164876243290.00.025591.3230.8424160625591.15226.27446654626013.3204.65583433225390.6164.58061534525993.1255.641998856273.93774.189417760072017-07-17 08:23:252017-08-03 08:02:44
ESPEA-optimized-c99959.032.75105462340.1770913021170.01037094378440.6522658596440.03064491690080.00.025598.75190.90335802525530.65177.09714105125766.8191.30014994425227.25227.01005658225946.35180.524754098220.83731.388513028962017-07-17 16:52:262017-08-03 08:02:44
ESPEA-naive99955.4524.00104164410.1796364048830.01627818258780.6545467570410.03292014083790.00.025515.05207.23835120625562.4164.00173298225805.1193.78498665425287.85238.12209937525877.5212.302539837215.537851.900357093172017-08-03 03:12:482017-08-03 08:02:44
Elitism EA100000.00.00.1810791311390.01390659580760.6584182534930.02771379334150.00.025523.45176.48333006125430.8180.15098930425934.45153.59292575525104.85164.66370034326031.5176.957175908259.631553.903783704042017-07-17 12:56:302017-08-03 08:02:44
IPESA II100000.00.00.1870034434760.01020416914040.7595324179560.01841012793360.00.025625.15126.68580072525503.35100.08800075325820.75169.02627481825157.7140.93077808125846.25111.907327731262.29082.374206096672017-07-17 10:39:112017-08-03 08:02:44
MIPESA II100000.00.00.1910426456140.007719141641750.7612227205820.02490086787240.00.025617.05126.4467747425503.6113.50650340725798.25153.55467910125226.6148.67428192325876.1122.303289967225.044851.403707169752017-07-17 15:11:352017-08-03 08:02:44
NSGA-III-simple100000.00.00.207120144860.03631066717790.6272646248040.03411158864740.00.025588.35430.73600108625688.05380.94832844825867.8573.97272995925274.05408.35890754126066.8472.495458068277.86483.254109864542017-07-17 11:02:392017-08-03 08:02:44
NSGA 279856.254733.648274520.2245836720830.01543134320260.6114933470610.04875358108370.00.026083.0221.53911380926062.45229.79154741526289.95190.08349273525704.75232.06824654126306.95280.864544052299.6370.2958415294152017-07-17 14:05:352017-08-03 08:02:44
Improved NSGA-III.2100000.00.00.225529306160.02625560993470.5587907049890.06628023726770.00.026348.9267.57407238126164.7192.34702739426450.9242.64244866625952.15233.22956276526494.05293.226600897251.394354.309877666782017-07-17 12:34:332017-08-03 08:02:44
SPEA 2100000.00.00.2487213759720.01660234956360.879438498930.0393271388220.00.025457.1283.06292772625291.3255.339217125551.5222.80992607625105.1267.31646925925598.85212.703469152270.360355.654132873862017-07-17 09:08:382017-08-03 08:02:44
DEMO bin v261515.01569.201942660.253408509890.02131879545560.8146327255350.03755550582160.00.025707.9285.66596245525585.7264.26344510925809.05243.98457134125298.15220.25757051325918.15271.782086664299.97250.2062702621632017-07-17 11:27:472017-08-03 08:02:44
MEMO99855.687.16010676060.3159484702840.05224729652791.022706819660.0937534075940.00.024972.55419.2659594324990.3332.9961434925062.8480.64918818724528.9406.12584256625364.4342.133922686283.620753.507956473282017-07-17 14:29:272017-08-03 08:02:44
SMS-EMOA4367.5404.6684802990.3526350291180.02391891605031.221399709080.04284095190860.00.024214.6297.22300683124148.45201.67338759324352.65283.86065428823931.5250.86261704724448.95248.544282828298.596351.5396950922017-07-17 15:56:252017-08-03 08:02:44
Mocell80256.012109.95566940.3820649465440.01817421554971.110709806380.03099864211540.00.025405.2279.83389810125320.3285.75147464725505.25223.45018872725012.7264.35763256425488.9318.057906015292.8416514.79208676172017-07-17 17:17:032017-08-03 08:02:44
GPSOMOD-optimized78640.018940.00277890.4901012166630.01720689770971.386802651830.01023207135740.00.023615.15240.43190851423465.8169.77929946323768.35231.38490943823254.6278.54497888723783.85203.999554953275.493629.88007895152017-07-17 14:52:362017-08-03 08:02:44
DMLS99979.814.64168526390.5438090114730.02083661732721.383639522250.01795134458560.00.024489.35663.42375717124922.35635.25131993124272.1554.74725397223961.9602.97943580224758.8558.262209662229.21564.989559461622017-07-17 13:15:512017-08-03 08:02:44
DMLS+ds99979.7514.88508614260.5483271501920.02150360558881.377966331680.02194249859140.00.024615.8582.79459232424842.2508.9005279724603.0705.9343938524294.1623.22800592424650.45632.470051298228.838654.815077408522017-07-17 12:13:122017-08-03 08:02:44
GPSOMOD-naive100000.00.00.5544010063030.01732993356141.444165565640.00587236992070.00.023059.0218.61959270822939.1218.1158311323073.7232.66422609722718.1185.7233086323217.9233.247079296269.80655.959056058242017-07-17 09:56:122017-08-03 08:02:44
IBMOLS-fon94638.155783.276336720.5595409819620.0159600669891.384239060510.01889457255790.00.024556.1521.38821782324735.8583.24857930724583.5670.09649737123959.55616.22718597724718.0503.384022079280.569927.1215124132017-07-17 13:39:272017-08-03 08:02:44
la hillclimb jr99998.80.4103913408340.5900204033940.01515037166111.474754647190.004496619551620.00.022413.05219.1880891422311.3258.40178832722441.3189.9321485522105.25192.81484846722560.5169.948444195243.902754.089385848562017-07-17 10:17:042017-08-03 08:02:44
Random Search100000.00.00.6528615056850.0177572694881.494736536560.001849343488280.00.022125.75113.12632668622007.3137.72707565522142.85134.54964843821862.1137.49024845822235.75111.400120476229.64853.11851353762017-07-17 08:00:202017-08-03 08:02:44
MultisetGA99936.00.00.6545276957680.01226636549931.496548437820.001798140780920.00.022076.45152.40544091721981.1148.30193241522075.0146.67005578221752.05126.63020135322130.85123.763473482264.51364.664019549482017-07-17 08:45:472017-08-03 08:02:44
SLS15 SA199088.51465.782905590.6727586370990.01419695382811.501671904030.002304204556340.00.021789.35177.98500084621676.85208.57846560921753.45191.12230170921487.05145.28971963521785.0129.696812443294.40426.133577805392017-07-17 09:33:252017-08-03 08:02:44
PredatorPrey99821.2122.3027305290.7078020864390.009020548174481.508608354690.001031936513690.00.021368.9164.35484717421166.55166.86788817921309.95162.22092635521110.95197.37713700121502.6207.237570258237.4134.271301132962017-07-17 16:16:342017-08-03 08:02:44
SLS1599224.00.00.7120837931250.01297901967221.508862096930.00132528012560.00.021332.4126.47795730621173.25217.16834968621373.95187.90352367821071.75185.06154737221401.0155.118630324202.117052.037491581512017-07-17 16:33:482017-08-03 08:02:44

queens_permutation

Genotype: <Permutation> Objectives: 3

optimizerevaluations(avg)evaluations(dev)indicator_dominance(avg)indicator_dominance(dev)indicator_hypervolume(avg)indicator_hypervolume(dev)objective_error(avg)objective_error(dev)objective_sum0(avg)objective_sum0(dev)objective_sum1(avg)objective_sum1(dev)runtime(avg)runtime(dev)executedevaluated
la hillclimb jr99998.00.00.5009230093220.1827812423850.7231476778720.2080440416790.10.3077935056264394.4438.8208362374392.7497.19096193713.67511.042408895432017-07-22 04:41:212017-08-03 08:14:48
DMLS99976.711.38373724590.6141001936460.3704580245490.7917212060940.4204629581760.450.5104177855344622.6876.1958685134751.4883.63646966711.989750.9097038196432017-07-22 04:52:382017-08-03 08:14:48
DMLS+ds99976.9513.56650286550.6239372491610.354334368210.7990988427460.4041423414210.450.5104177855344700.15789.0814963584702.25926.27231843311.9981.276336946112017-07-22 04:48:322017-08-03 08:14:48
SPEA 2100000.00.00.7717171920390.2512472597521.011565462640.2432938047020.50.5129891760434961.75639.6754008255122.5623.28455105114.04541.357596265852017-07-22 04:36:382017-08-03 08:14:48
NSGA-III-tournament100000.00.00.7968869511570.2177747265861.059965419080.1812015281120.50.5129891760435052.75520.1030135825155.5563.19824498825.400650.9316123134822017-07-22 05:26:472017-08-03 08:14:48
NSGA-III-simple100000.00.00.8192456257330.2061685439161.089745356850.1661425510190.50.5129891760435129.85447.8434024955232.7504.93512871528.459650.9537843889092017-07-22 04:45:142017-08-03 08:14:48
NSGA-III100000.00.00.8746571926010.1865370484981.124815062620.1652540370760.650.489360484935188.65517.6065641625392.6424.33804796127.41080.7652667646342017-07-22 04:33:392017-08-03 08:14:48
Mocell99901.00.00.8953663999570.1722128152381.147424204490.1326453550490.70.4701623459825283.3401.7082077965410.6461.11768106415.857851.213943433822017-07-22 05:24:222017-08-03 08:14:48
SMS-EMOA100000.00.00.8970439687610.1883226035731.141811691810.162012845220.750.4442616583195304.9428.3813967165403.55505.3437053470.20142.635907941052017-07-22 05:08:572017-08-03 08:14:48
NSGA 2100000.00.00.8980213291030.1872653126491.14237126110.1625293135630.750.4442616583195317.65400.7878130045395.7523.07895147316.11540.8148599750552017-07-22 04:56:352017-08-03 08:14:48
SPEA 2 no tournament100000.00.00.9175608399310.1587976448421.150072610450.147681379620.750.4442616583195351.0365.6216047985388.1537.72874202513.52231.098204664082017-07-22 05:02:482017-08-03 08:14:48
Improved NSGA-III.2100000.00.00.9493130759230.1261687816121.178444894390.120311924070.80.4103913408345377.85394.9838471055500.35418.89155423614.362450.8684690386262017-07-22 04:50:002017-08-03 08:14:48
DEMO bin v2100.00.01.00.01.226692251882.2781295785e-161.00.05536.00.05681.00.00.15960.04166962796492017-07-22 04:45:302017-08-03 08:14:48
ESPEA-naive100000.00.01.00.01.226692251882.2781295785e-161.00.05536.00.05681.00.010.3150.164750529112017-08-03 08:14:462017-08-03 08:14:48
ESPEA-optimized-c100000.00.01.00.01.226692251882.2781295785e-161.00.05536.00.05681.00.011.65370.7776528856282017-07-22 05:22:482017-08-03 08:14:48
Elitism EA100000.00.01.00.01.226692251882.2781295785e-161.00.05536.00.05681.00.013.053450.5512418969452017-07-22 04:51:192017-08-03 08:14:48
GPSOMOD-naive100000.00.01.00.01.226692251882.2781295785e-161.00.05536.00.05681.00.015.473850.4471371242642017-07-22 04:39:412017-08-03 08:14:48
GPSOMOD-optimized100000.00.01.00.01.226692251882.2781295785e-161.00.05536.00.05681.00.019.543550.7569409679412017-07-22 05:00:052017-08-03 08:14:48
IBMOLS-fon99985.511.62800611951.00.01.226692251882.2781295785e-161.00.05536.00.05681.00.012.18661.017665098462017-07-22 04:53:572017-08-03 08:14:48
IPESA II100000.00.01.00.01.226692251882.2781295785e-161.00.05536.00.05681.00.012.97770.3769764895642017-07-22 04:42:372017-08-03 08:14:48
MEMO99943.752.16683762091.00.01.226692251882.2781295785e-161.00.05536.00.05681.00.016.393350.5439989623642017-07-22 04:58:092017-08-03 08:14:48
MEMO Improved99950.977.30316259621.00.01.226692251882.2781295785e-161.00.05536.00.05681.00.016.15810.9630051046482017-07-22 05:28:242017-08-03 08:14:48
MIPESA II100000.00.01.00.01.226692251882.2781295785e-161.00.05536.00.05681.00.013.128351.241380185842017-07-22 05:01:262017-08-03 08:14:48
MultisetGA99936.00.01.00.01.226692251882.2781295785e-161.00.05536.00.05681.00.015.99120.5868912389162017-07-22 04:35:142017-08-03 08:14:48
PredatorPrey99897.9548.39473111821.00.01.226692251882.2781295785e-161.00.05536.00.05681.00.0121.597923.51181183532017-07-22 05:20:162017-08-03 08:14:48
Random Search100000.00.01.00.01.226692251882.2781295785e-161.00.05536.00.05681.00.012.09430.85766611712017-07-22 04:31:082017-08-03 08:14:48
SLS15100770.9467.626695471.00.01.226692251882.2781295785e-161.00.05536.00.05681.00.011.85210.9037127454652017-07-22 05:21:322017-08-03 08:14:48
SLS15 SA201154.45406.909077521.00.01.226692251882.2781295785e-161.00.05536.00.05681.00.015.074050.8078553462882017-07-22 04:38:092017-08-03 08:14:48

queens_sat

Genotype: <Binary String, Double String> Objectives: 3

optimizerevaluations(avg)evaluations(dev)indicator_dominance(avg)indicator_dominance(dev)indicator_hypervolume(avg)indicator_hypervolume(dev)objective_error(avg)objective_error(dev)objective_sum0(avg)objective_sum0(dev)objective_sum1(avg)objective_sum1(dev)runtime(avg)runtime(dev)executedevaluated
NSGA-III-simple10000.00.00.1783792071520.05653916686490.2931434264350.1034452839960.00.03312.2166.6719437763340.85199.792069544145.553613.82068007472017-07-20 11:52:092017-08-02 23:20:34
NSGA-III10000.00.00.1884688435960.07479174463290.2999149105610.1368104933140.00.03356.1183.488103733313.7279.091590324150.248717.72243851612017-07-20 10:06:012017-08-02 23:20:34
Elitism EA10000.00.00.2268652172680.06617537950160.384107878750.132280836640.00.03414.6209.2944035763482.4205.779237866147.650356.086908862682017-07-20 12:59:152017-08-02 23:20:34
Mocell9901.00.00.2270836487810.05188344314760.3798662421510.09243753172580.00.03394.15169.9397029293401.55170.349323759162.55879.856851195192017-07-20 15:46:062017-08-02 23:20:34
ESPEA-naive10000.00.00.2553490854170.05521522933690.4327461249460.0990197531820.00.03523.8218.1471256313523.9208.104705427119.481618.5582804542017-08-02 23:20:332017-08-02 23:20:34
ESPEA-optimized-c10000.00.00.2608257102660.04876101352350.4501108056750.08248955301980.00.03554.45192.7533124843551.3174.277485939143.092625.10105513912017-07-20 15:31:492017-08-02 23:20:34
SPEA 2 no tournament10000.00.00.2610755388470.04191332052020.4488917678870.06857250904160.00.03473.85129.7078802953511.55146.609569229153.13669.694816549932017-07-20 14:38:152017-08-02 23:20:34
NSGA 210000.00.00.2618012659770.06041991414740.4611391311120.1207079380720.00.03523.85224.9700038483547.35166.872556162149.0704510.9947037562017-07-20 13:35:252017-08-02 23:20:34
MIPESA II10000.00.00.2642831977370.04051691308780.4491236016580.06924259815280.00.03488.1157.5663268863531.2159.954796246237.7548519.14097856842017-07-20 14:24:492017-08-02 23:20:34
IPESA II10000.00.00.2702591596840.04433704093630.4726427925230.07866936977290.00.03560.95105.9237436733530.9185.650747373244.1079515.92329925312017-07-20 11:39:262017-08-02 23:20:34
GPSOMOD-optimized10000.00.00.2747168355010.03760675300660.4855967506710.05163576935610.00.03567.95101.3547573733532.4116.340878456182.96078.342679830092017-07-20 14:04:342017-08-02 23:20:34
SMS-EMOA10000.00.00.2800433871660.04381024194610.5004436842710.0750747458560.00.03584.35124.1422253113592.15168.557119789151.748417.30388155852017-07-20 14:51:432017-08-02 23:20:34
Improved NSGA-III.210000.00.00.2805601246770.05784363322620.4854598920150.09950461102060.00.03548.4146.5057570273577.8180.8679658151.675410.28659266592017-07-20 12:46:262017-08-02 23:20:34
MEMO9920.446.42639902380.2951475742210.0504111382540.5125187170470.07224750341370.00.03607.35142.2974183293563.55166.206426819155.739156.658007361742017-07-20 13:48:472017-08-02 23:20:34
GPSOMOD-naive10000.00.00.300119334710.02997991876640.5292131710730.03788801987730.00.03604.75159.0441431613626.5123.976440886189.89317.697013760652017-07-20 11:06:112017-08-02 23:20:34
NSGA-III-tournament10000.00.00.3044813482580.03930996976430.4932480410220.0799029417810.00.03475.6212.8477093333625.15135.779726802146.332618.56734007362017-07-20 15:59:102017-08-02 23:20:34
MEMO Improved9930.836.71741304960.3098328156910.02678699946430.539233362570.05201980134180.00.03636.95122.5515895663619.8129.742092346160.609857.503893573722017-07-20 16:13:082017-08-02 23:20:34
SPEA 210000.00.00.3509730382830.05362873157810.619219245830.1032119165250.00.03747.6196.1796706033831.75188.437864951153.424443.99525766842017-07-20 10:35:402017-08-02 23:20:34
DEMO bin v210000.00.00.3536554225650.01463388642540.635375720360.02542615664970.00.03793.5581.02402177913772.0594.7186832012184.957253.014674703152017-07-20 12:07:502017-08-02 23:20:34
Random Search10000.00.00.3881754001110.01698567442320.6870272314320.02276168399660.00.03846.0108.8025734993878.189.3549397804143.18636.082413510752017-07-20 09:52:302017-08-02 23:20:34
MultisetGA9952.00.00.4026696494190.01383875651310.715024217720.02355740024910.00.03925.0565.23518182213895.45132.986138969183.500356.164110695032017-07-20 10:21:452017-08-02 23:20:34
DMLS9974.111.00669652630.4188268415690.03266358070540.7416855908940.05473857011970.00.04003.35187.612219054001.1119.442080216123.017830.12586701372017-07-20 13:10:222017-08-02 23:20:34
DMLS+ds9972.513.58985689870.4198151506090.03630460681830.7356851915520.0579593626860.00.04012.95163.2983949383956.45144.166743738114.242124.93149554052017-07-20 12:33:192017-08-02 23:20:34
IBMOLS-fon9912.3567.64323983030.4429976413730.03341653378770.7695612732770.05056924127580.00.04039.25143.0534956994094.8143.740116365121.268330.19125353672017-07-20 13:21:162017-08-02 23:20:34
SLS15 SA19925.00.00.4783302250170.03017910323960.8339416975960.03227048803820.00.04165.5118.2199110494156.55125.031143489164.526056.35403984612017-07-20 10:49:482017-08-02 23:20:34
SLS159134.00.00.5011680558680.02342809180380.8591108227870.03009880744720.00.04212.55139.8971332614214.45130.718449952131.1043512.85544485212017-07-20 15:18:422017-08-02 23:20:34
PredatorPrey9896.758.70541981610.5075388970340.02522603496470.8734024042360.03565341733490.00.04248.25131.7433210134270.85120.14696045165.646453.991522364572017-07-20 15:06:082017-08-02 23:20:34
la hillclimb jr9998.050.223606797750.5519929351980.05026662458870.9129335053680.07395613466440.00.04365.55210.0326979564410.7219.216091419129.0873527.1305037732017-07-20 11:18:422017-08-02 23:20:34

wfg1

Genotype: <Double String> Objectives: 2

optimizerevaluations(avg)evaluations(dev)indicator_dominance(avg)indicator_dominance(dev)indicator_hypervolume(avg)indicator_hypervolume(dev)objective_f1(avg)objective_f1(dev)objective_f2(avg)objective_f2(dev)runtime(avg)runtime(dev)executedevaluated
ESPEA-optimized-c99951.032.75105462340.003868115683680.0007900272387730.002107090104020.0005409536924840.0002678113755340.001197688881690.006562535501550.005392298476755.880950.2068148103732017-07-21 11:40:102017-08-03 10:19:05
ESPEA-naive99961.5527.553727420.004615713027870.003451483292140.003387486730530.002476488991840.00.00.01922516452280.02337013661264.809550.08537747453452017-08-03 10:13:052017-08-03 10:19:05
IPESA II100000.00.00.04391181155450.03016953943180.05569862874170.04469018461040.1655804529160.1239806476550.1120582881210.09488994909965.764650.4329574277112017-07-21 11:00:012017-08-03 10:19:05
DEMO bin v2100000.00.00.05224153634920.01823959338920.01679630679230.004737129411260.00.00.01151957253570.019304319783868.18233.410147073542017-07-21 11:07:352017-08-03 10:19:05
Mocell99901.00.00.08506535960520.03886581098230.1324120857070.05688313160220.3319221363540.1542263082050.2748087031690.1234987406767.341550.6904133372962017-07-21 11:41:022017-08-03 10:19:05
MIPESA II100000.00.00.0872803026230.04516042547150.1212853253430.06592151088030.3321937376560.181279536660.2392802088490.1377119782466.08870.652450530492017-07-21 11:30:092017-08-03 10:19:05
Improved NSGA-III.2100000.00.00.1101328364310.03359978879220.1213289317380.06175862104840.2371116458590.1392041517510.2305474599130.140268952524.21530.6533723932112017-07-21 11:17:462017-08-03 10:19:05
SPEA 2 no tournament100000.00.00.1290345940750.04287070337230.154830295240.07102966344630.3018469570250.1680410056150.2987257886940.1583660763618.36541.37529573472017-07-21 11:31:592017-08-03 10:19:05
NSGA 2100000.00.00.1396826289550.04376415308050.1749843899770.07263325125620.3542623234620.1701555526230.349600231210.1660499166017.00970.1725551323032017-07-21 11:27:492017-08-03 10:19:05
SMS-EMOA100000.00.00.1486194228480.04067588155310.1958628120270.07562018134980.3999834532180.1747551576910.4103876075880.173569002397.19910.1604145616182017-07-21 11:32:452017-08-03 10:19:05
NSGA-III-simple100000.00.00.1603212422650.04201292744410.2338750405350.07673857061850.531552439570.197027269040.505007334290.17894188051715.63590.2701488673422017-07-21 11:01:322017-08-03 10:19:05
MEMO Improved99967.619.13497761750.1836151757270.04581874989130.2512318458030.06538045332570.7087982822170.1831055514520.5028678510120.172192640474.60330.1928072667342017-07-21 11:43:042017-08-03 10:19:05
DMLS+ds99976.2513.92791592830.2077244629740.002818021987270.3581191124770.003971420185240.8105415801520.01056420100740.8161450120120.01489862992023.95740.1518667698662017-07-21 11:17:122017-08-03 10:19:05
DMLS99978.113.73010522440.2078641424770.003265131201210.3584108583620.00402171416690.8100290198860.01382287189820.8160863334910.01651051999263.99940.1165076911852017-07-21 11:18:512017-08-03 10:19:05
MEMO99966.215.2439806930.2121290413470.04633551453260.2906755441450.06248304839670.8123579771840.1835887286580.5827886577160.1695732510974.081950.6254064341652017-07-21 11:28:232017-08-03 10:19:05
IBMOLS-fon99932.1540.96760594470.2150802833530.007309402322280.3669170824360.00314921346390.8301233328870.01253998082060.8235215765730.01266195997694.702450.1486551909272017-07-21 11:19:222017-08-03 10:19:05
SPEA 2100000.00.00.2208629941990.03118184158320.3154329928490.04040705162360.6615887412710.09566566551350.6747067890310.094975586106622.36281.178123601772017-07-21 10:33:042017-08-03 10:19:05
NSGA-III100000.00.00.2612646737390.04076227556830.2811878443730.06641004184030.548131892770.1615465123620.525146702340.15062228210715.14030.6223558044792017-07-21 10:30:112017-08-03 10:19:05
NSGA-III-tournament100000.00.00.2681980574440.03002569324060.2799723326880.0628280071790.5301196658340.1566780400510.5137672105450.14537824414114.86170.5218375528642017-07-21 11:42:332017-08-03 10:19:05
moeavan-optimized100000.00.00.2839289255970.02723466082820.4321507303460.01157587403351.110852807040.109013838270.9416248632270.02029710655277.825956.681846258212017-07-21 10:58:192017-08-03 10:19:05
SLS15 SA201971.4654.5404494760.3601432964470.02970219596920.4651995116260.0151198213311.413127658160.1165452614170.9245052423640.007355093912668.283750.6571915426152017-07-21 10:34:022017-08-03 10:19:05
la hillclimb jr99998.650.489360484930.3623802269840.04389639321650.4334215003120.02673490528911.421904910.1722403497710.7990975783880.008311297361696.81730.7439951966462017-07-21 10:59:142017-08-03 10:19:05
SLS15102459.0542.4792986590.3895979000670.0345285499290.4814809143090.01918772666951.528701418510.1354828741280.9267972972240.005074750938812.72920.1496253567032017-07-21 11:39:242017-08-03 10:19:05
MultisetGA99936.00.00.4254447552470.03954600177010.502181318410.02414037841781.669357049230.1551703153230.9175409534610.007952090386075.78210.1361736120972017-07-21 10:30:572017-08-03 10:19:05
Elitism EA100000.00.00.4708849069070.05238040276580.486467760360.04102962494491.84765478720.2055298449920.6368155990390.1167753501514.085950.5581482990072017-07-21 11:18:202017-08-03 10:19:05
moeavan100000.00.00.5399300029570.009697380820550.5792489662830.007077773309742.118573435010.03805051262740.9546607452090.02080942912177.25433.665465937212017-07-21 11:26:282017-08-03 10:19:05
PredatorPrey99937.335.74485608930.6116745635910.03065505360930.5932356853440.04049770714572.400084222390.1202840773240.5652120733750.13508497596363.435350.06270181022017-07-21 11:38:532017-08-03 10:19:05
GPSOMOD-optimized100000.00.00.6245144486310.03260137274080.6188211841450.02761959873282.450465270310.1279210302360.6923663297810.04736154653678.835750.3477327883672017-07-21 11:29:232017-08-03 10:19:05
GPSOMOD-naive100000.00.00.6543037298720.02230784597790.6512299724020.02023366680372.567352236290.08753136447760.7506813828570.03665104412574.63750.2584764063342017-07-21 10:34:382017-08-03 10:19:05
Random Search100000.00.00.6905790250750.005917684132360.6981159304440.005116833950622.709688976880.02321976613790.9121242937650.004489513532731.951250.4102624160222017-07-21 10:28:402017-08-03 10:19:05

wfg2

Genotype: <Double String> Objectives: 2

optimizerevaluations(avg)evaluations(dev)indicator_dominance(avg)indicator_dominance(dev)indicator_hypervolume(avg)indicator_hypervolume(dev)objective_f1(avg)objective_f1(dev)objective_f2(avg)objective_f2(dev)runtime(avg)runtime(dev)executedevaluated
ESPEA-naive99956.628.45014105970.01619495793320.04502216210550.01099449098740.03282434709217.67336941236e-053.64849522241e-050.07963330601640.2446894240834.935050.2314338543672017-08-01 19:00:162017-08-01 19:02:07
ESPEA-optimized-c99962.028.20974075890.016259183640.04499598025710.01100195025660.0328164681038.18623126832e-053.22520512732e-050.07963687720460.2446654802725.468250.1923135802742017-07-21 03:47:512017-08-01 19:02:07
DEMO bin v2100000.00.00.01695401600450.001203752677910.004914055281240.0004369420643080.0002064836855736.82043060926e-050.0003023404325459.12864981844e-0568.364653.74372713632017-07-21 03:20:092017-08-01 19:02:07
PredatorPrey99939.245.11342430620.08887362676550.01506660927380.07249761231720.0200048293010.3588134190670.1803506584467.33387213827e-057.25502815533e-0528.390518.04647494232017-07-21 03:46:352017-08-01 19:02:07
IPESA II100000.00.00.1430986521820.03258550961020.1071599579870.02504859961930.01633798936870.01054907100080.768597915260.179760218475.88590.3725007806422017-07-21 03:12:332017-08-01 19:02:07
Elitism EA100000.00.00.1460939063510.008643529701180.1491197190970.008773442433290.331872499420.07189746168890.7857174758350.04648591736814.418550.4856486140372017-07-21 03:30:152017-08-01 19:02:07
Improved NSGA-III.2100000.00.00.1479443236597.49114473787e-050.1095294763150.0004187383661140.0007104656928930.0003958007735620.795669237330.0004028825576724.403250.666570474422017-07-21 03:29:412017-08-01 19:02:07
SPEA 2 no tournament100000.00.00.1480002961770.0001068744439630.1102920735350.000403925940690.001312419318040.0008160806178090.7959702641020.00057478330473119.001150.8675023600762017-07-21 03:42:592017-08-01 19:02:07
SMS-EMOA100000.00.00.1480652631090.0002131602366810.1101647380010.0006527599590060.002915368284140.002619533778110.7963196638910.00114640077546.918550.5468407326112017-07-21 03:43:482017-08-01 19:02:07
MIPESA II100000.00.00.1493961439610.001841360977230.1109749378510.003713126632520.009330174150280.01006665126760.8034772973410.009903055487176.47730.320044750162017-07-21 03:41:102017-08-01 19:02:07
Mocell99901.00.00.1514580186370.002543776806450.1146289057930.005282591200490.01989608444280.01336635492130.8145663013870.01368073026977.480450.4524747710332017-07-21 03:48:402017-08-01 19:02:07
moeavan-optimized100000.00.00.1645258133640.007383494893110.1971595070270.02153232879430.7259177735810.2298952774260.8164377940920.0441246376446246.229956.339502707342017-07-21 03:10:572017-08-01 19:02:07
MEMO Improved99971.818.24857600790.1737171029430.04489666254550.1320317245530.03762714143010.00424480580350.002959383832970.93427826970.2414595214414.61430.149633974472017-07-21 03:50:422017-08-01 19:02:07
NSGA 2100000.00.00.1777439822350.06090965272730.1348324980370.05070922769110.001298681259580.000664374241980.9559352992370.3275792623517.330350.22799960182017-07-21 03:38:462017-08-01 19:02:07
NSGA-III-simple100000.00.00.1779565247010.06081236804850.1370045598250.05043492203730.02424480933990.02745350590850.9570783775690.32705605392915.476150.7173715381062017-07-21 03:14:072017-08-01 19:02:07
Random Search100000.00.00.1784553626280.007792002006040.1629560245370.007793985406240.1938399197130.03148579605720.9597611864960.04190630146581.920450.3725339228642017-07-21 02:44:052017-08-01 19:02:07
NSGA-III-tournament100000.00.00.1852756477880.06586450095550.1427870588540.05468915130760.001927312181680.001439320337550.9964414806970.35422701775515.404650.4244004160672017-07-21 03:50:112017-08-01 19:02:07
NSGA-III100000.00.00.1853152419860.06582790549970.1429389074730.05468361234650.00288022692270.001777432782510.9966544229440.35403020309815.69470.4146809934342017-07-21 02:45:362017-08-01 19:02:07
MEMO99978.715.73832064870.1895515536120.06102435159670.1454522179870.05109142057310.007035343765730.005646482621111.019437804160.3281961263334.647550.5525595443032017-07-21 03:39:232017-08-01 19:02:07
moeavan100000.00.00.1914496133820.02967960346290.2177548153460.02579853339660.5618869257690.1334950336991.029645792410.15962039141467.942551.765882736612017-07-21 03:37:292017-08-01 19:02:07
MultisetGA99936.00.00.192116118550.01433090293970.1832298516340.01422954001620.2385249323970.05080909489951.033230335440.07707327826625.568050.2255088923442017-07-21 02:46:222017-08-01 19:02:07
SPEA 2100000.00.00.2074991559650.07458056882940.1603407887870.06205196457070.005927707195610.005872699873321.115962116420.40110305393120.07421.392744152272017-07-21 02:48:172017-08-01 19:02:07
IBMOLS-fon99945.0543.24164050640.2079238581330.07440252869920.1595234274070.06216732494250.00374468660070.002247703451611.118246214530.400145533214.621250.1933175394342017-07-21 03:31:172017-08-01 19:02:07
SLS15 SA201294.6433.9727616970.2126487740150.03945670517790.2178742523390.03620353334550.3483477738790.09460512508121.143657366790.2122027921387.759050.6645229769112017-07-21 02:49:112017-08-01 19:02:07
DMLS+ds99979.614.05028563110.2154936536780.0753946800450.1664367919320.06271023348910.01057022116470.01173562867431.158957463570.4054814396154.0730.1450977891672017-07-21 03:29:052017-08-01 19:02:07
DMLS99984.611.62302614820.2324880391860.07370705834340.1833874851330.06046165026760.02706763154810.02339631901721.250355263740.3964052119993.8930.08280414431532017-07-21 03:30:462017-08-01 19:02:07
SLS15101457.5390.3819317430.2702785955760.04312422241380.2703810906850.03583535337490.3759024521270.09304138950331.453597312110.2319271303512.31490.142229947252017-07-21 03:47:052017-08-01 19:02:07
GPSOMOD-optimized100000.00.00.2875606910980.03199070568870.242719773110.02684562296250.18452479640.1229323582031.546542450520.1720497704769.53910.4197906621162017-07-21 03:40:242017-08-01 19:02:07
GPSOMOD-naive100000.00.00.2962778221450.04809893376550.2665065180430.04643121389810.3276365424320.1610405165791.593424204560.2586817119665.37210.1900052353852017-07-21 02:49:592017-08-01 19:02:07
la hillclimb jr99998.50.5129891760430.4646192796690.08784575873130.4055408728130.08618767160560.0009336354705010.001230774206752.498784324180.472444802386.981550.8349585224492017-07-21 03:11:462017-08-01 19:02:07

wfg3

Genotype: <Double String> Objectives: 2

optimizerevaluations(avg)evaluations(dev)indicator_dominance(avg)indicator_dominance(dev)indicator_hypervolume(avg)indicator_hypervolume(dev)objective_f1(avg)objective_f1(dev)objective_f2(avg)objective_f2(dev)runtime(avg)runtime(dev)executedevaluated
ESPEA-optimized-c99968.030.01753873290.00360372424510.0002524421563510.001811179317544.61603822524e-050.0003066315712289.45672328309e-050.0003814414827450.0001518179369758.75340.3883794129732017-07-20 21:18:082017-08-02 22:36:47
ESPEA-naive99955.126.86594400660.003755359266220.000378465551080.001814495927014.89569271932e-050.0003124521224370.0001140356178780.0003864629302680.0001534977023687.29720.7414109308752017-08-02 22:32:522017-08-02 22:36:47
Mocell99901.00.00.01317544539580.004129777565680.0067599444580.00343138803240.01444357619150.01610894296660.009335449110270.0071460936768310.354650.539800379772017-07-20 21:19:152017-08-02 22:36:47
MIPESA II100000.00.00.02164580019380.003490624477650.007103250939080.002530629797170.005746085539770.005401003949920.005767530048290.0053569136617810.359350.7276641992312017-07-20 21:10:452017-08-02 22:36:47
IPESA II100000.00.00.02698879208160.005114508401050.01198826708420.004109414548960.02193952407720.01379672166160.03774286288020.029561876705810.52620.502664751732017-07-20 20:24:192017-08-02 22:36:47
DMLS+ds99975.5512.49620995170.02969591950850.006775582725860.02244900891920.006982887318970.04010809422770.0435090313980.03706339538020.03690041295693.954850.1321332162712017-07-20 20:57:592017-08-02 22:36:47
DMLS99973.7513.3844961370.03905456216580.00934286960510.03327131969950.01259161198680.06443613328980.05910004706970.06650465837960.05451921097163.921150.1191647576832017-07-20 20:59:352017-08-02 22:36:47
IBMOLS-fon99966.1524.44817289480.03931348120340.008028101946550.02516065723310.008220067667380.01981567849720.0306357680650.04841132917590.05127428032274.425650.3475673770352017-07-20 21:00:092017-08-02 22:36:47
MEMO Improved99974.529.06164047960.04740785313320.009327950329560.04230097724880.00734376338060.1003051107290.04347820660570.1866486681310.07578073872134.40930.1849853763782017-07-20 21:21:142017-08-02 22:36:47
NSGA-III100000.00.00.05370665718710.01402350782160.01716028867940.002846438374110.003893433112640.003043474175950.004280834622120.0029733251645114.897850.4765657048642017-07-20 19:56:332017-08-02 22:36:47
SMS-EMOA100000.00.00.05457336958410.008652723508280.01862649612720.002001972925250.005300987308790.002356270929610.01107603823340.00611973308337.133250.3186822993122017-07-20 21:13:322017-08-02 22:36:47
Improved NSGA-III.2100000.00.00.05719006015930.01792551964420.01866855492870.004717474172680.001519455893350.0007868633826080.002025529829470.00109677192714.239750.5777754868092017-07-20 20:58:332017-08-02 22:36:47
NSGA 2100000.00.00.05737226706270.01785842499770.0184208794020.003547937921720.001776233250550.0007107104712480.002359667625520.000882917011016.83810.2356795103082017-07-20 21:07:572017-08-02 22:36:47
MEMO99975.018.13980792560.05742628842760.01412222504490.05095772115550.0116667386840.1436955034250.05191913176380.2121582817980.1018569486594.507850.6195759394432017-07-20 21:08:372017-08-02 22:36:47
DEMO bin v2100000.00.00.05786087573940.0132340964170.01894133516020.003780178662730.001034072793140.0003283242865120.001196070307070.0004376546436170.97373.806021394142017-07-20 20:32:052017-08-02 22:36:47
NSGA-III-tournament100000.00.00.06115620658130.01930757508230.01864668632520.004204368475340.002134430247440.0008016044415930.002223371823120.00085240059192914.042350.9481286985152017-07-20 21:20:432017-08-02 22:36:47
NSGA-III-simple100000.00.00.06190690595440.01521786433120.03352745408280.01194765551210.0509530750440.05341915420830.09263172714450.096738294417315.27330.3932026529872017-07-20 20:25:502017-08-02 22:36:47
SPEA 2 no tournament100000.00.00.06553532403620.0178886829010.02261958846530.004776466235830.002963985291890.001951980189750.004499030429120.0028029271438121.58640.5422322671872017-07-20 21:12:462017-08-02 22:36:47
SPEA 2100000.00.00.0659531155320.02016937741860.02866932145420.0109682614320.04720943714420.06388645980930.02840765960910.045945958039721.96510.8480228956692017-07-20 19:59:202017-08-02 22:36:47
Random Search100000.00.00.1178629170390.01588739078930.1437100302090.01545548210490.4325470113060.04966971281740.6297125200010.1032896427792.02170.4524334321492017-07-20 19:55:022017-08-02 22:36:47
MultisetGA99936.00.00.1507723542580.02093128117870.177932231280.01877542264080.517509852840.08153720048560.7980864149440.1335298838475.04870.6532366460862017-07-20 19:57:162017-08-02 22:36:47
GPSOMOD-optimized100000.00.00.1591353740490.05957822368920.1044978940840.04515172621560.5545577937690.3570022673160.2600512516680.3559393719559.852150.4003288483762017-07-20 21:09:382017-08-02 22:36:47
PredatorPrey99935.1533.09042634640.1753925512950.04164247458440.1217704633970.03923064464720.646253364260.3590407521452.89546965984e-053.84082715287e-0531.3859517.78636424932017-07-20 21:16:362017-08-02 22:36:47
Elitism EA100000.00.00.1847335620920.03183566706820.1188469005580.01699476495270.7936799235440.1367747358470.000919359606530.0006475385647884.0550.158831920432017-07-20 20:59:042017-08-02 22:36:47
SLS15 SA201447.55412.5871486890.1863373885130.02571173674260.2262739796690.02918579177160.7204181595460.1141556434670.9377640358260.2119655068518.72061.057133233652017-07-20 20:00:212017-08-02 22:36:47
SLS15101381.55476.7769504980.2164628189420.02963266621430.2614708104930.03011841625470.7399471455890.1157078193721.159687321810.1791843860192.40980.135394394662017-07-20 21:17:072017-08-02 22:36:47
la hillclimb jr99998.750.4442616583190.2187690618760.04697750637490.2689362653510.05180936958560.6835951607910.1668074241421.173610980830.2575463632686.80260.879664972112017-07-20 20:23:142017-08-02 22:36:47
GPSOMOD-naive100000.00.00.239875329210.05266401596550.1755461875080.06086456959770.892932634570.3156864736850.4496590287860.5904528742484.824250.4592784816252017-07-20 20:01:002017-08-02 22:36:47
moeavan100000.00.00.254908675790.01802545376570.2638404330060.0318900206361.095171411640.07744228107630.8787536737870.22240903089271.448952.98150905762017-07-20 21:06:392017-08-02 22:36:47
moeavan-optimized100000.00.00.2598535233730.05098172593370.1753048868510.02950810283271.116415829750.2190314430250.1354780142650.0765902922003253.695954.76817435522017-07-20 20:22:232017-08-02 22:36:47

wfg4

Genotype: <Double String> Objectives: 2

optimizerevaluations(avg)evaluations(dev)indicator_dominance(avg)indicator_dominance(dev)indicator_hypervolume(avg)indicator_hypervolume(dev)objective_f1(avg)objective_f1(dev)objective_f2(avg)objective_f2(dev)runtime(avg)runtime(dev)executedevaluated
ESPEA-optimized-c99961.028.63564212660.2556639037610.000744220935140.1430563452930.002181156649710.08591857237690.0200739190230.001688499047880.001513431117137.161051.071608406242017-07-20 09:23:542017-08-03 10:30:32
ESPEA-naive99974.028.35860585990.2559127192520.0008574216371820.1429571727560.002792220465480.08651017076320.02818611037130.001219583241810.001194280691636.467550.4780025847762017-08-03 10:28:312017-08-03 10:30:32
Mocell99901.00.00.256018807030.001472618741320.1425063709370.005160164306240.04694063649510.02102844200550.03179569489620.053087857309810.81110.5266063045582017-07-20 09:25:012017-08-03 10:30:32
MIPESA II100000.00.00.2564712189240.003698877517960.1374247272710.0006171162393010.01138285843410.00596099920630.0004122496819120.00034947009199211.32070.9948454574512017-07-20 09:16:062017-08-03 10:30:32
DMLS+ds99976.414.75198470140.2575328619730.002018913721260.1402804895856.68995761063e-050.001172343246190.0005889487698560.0003128676053680.0002248854950324.229450.1222342337272017-07-20 09:02:182017-08-03 10:30:32
DMLS99979.014.94551508150.257577509950.002294177126970.1402520911674.99159015885e-050.001111087471850.0005485272128970.0002067237857690.0001246310315094.268150.1326750184712017-07-20 09:04:002017-08-03 10:30:32
IPESA II100000.00.00.2585683833940.004190915544230.1410635640290.002680399436130.03206729669690.01377866092930.006136163512440.024915186737311.249350.8726262403022017-07-20 08:31:002017-08-03 10:30:32
Elitism EA100000.00.00.2595591738620.002980326032340.2044954282520.008817198883370.5402223605690.09870363540763.37514019136e-074.00710297409e-074.03930.1134636969532017-07-20 09:03:292017-08-03 10:30:32
MEMO Improved99987.820.51854103770.260840523950.005534884613090.1563996063980.003939135367390.08813196247850.01833945689460.04573927546550.03408287440024.608450.1660622822292017-07-20 09:27:062017-08-03 10:30:32
IBMOLS-fon99953.7530.16249850040.2619079817880.004280890011160.1461520693120.002036604233310.01925566401690.008718977901680.001432165680790.003508228207754.59060.5154398632542017-07-20 09:04:372017-08-03 10:30:32
NSGA-III-simple100000.00.00.2640475742910.0101812738690.1538978960590.007137020229890.07646289955850.05456288119990.01807766571590.045716176119715.473450.3896564580032017-07-20 08:32:312017-08-03 10:30:32
Improved NSGA-III.2100000.00.00.2660874504440.01235598695430.1492671202370.002791898539380.02723592632010.01043178319090.0006499403859420.0003021132156414.866350.5273322407222017-07-20 09:02:582017-08-03 10:30:32
NSGA 2100000.00.00.2677884257450.00946267445250.1509372149850.002908107444120.03302143773990.009366890009540.000599617934030.0003006258408567.140350.2674919133062017-07-20 09:13:122017-08-03 10:30:32
MEMO99971.514.4641116670.2682787157220.01140561007120.1560834404330.004122669922690.09030852728210.02191883553140.03112237345550.02625346836834.746250.5170237574712017-07-20 09:13:522017-08-03 10:30:32
DEMO bin v2100000.00.00.2695548609280.01248816852670.1542125080080.003541735766880.08538918002340.02582339153820.0008733075617090.00040815928582468.95743.211165313982017-07-20 08:38:402017-08-03 10:30:32
SMS-EMOA100000.00.00.2729323898530.01139666331540.1590827709350.005868766698820.06235527722730.01950400986820.01555901468580.0205265203027.119150.2168885901252017-07-20 09:18:532017-08-03 10:30:32
moeavan-optimized99990.542.48529157250.274933781930.00728974525790.1889588081320.007954616370840.2403959946470.08080337628460.02306768326210.0158001225879281.9723511.6768337242017-07-20 08:28:582017-08-03 10:30:32
PredatorPrey99951.534.18294434670.279858601990.06109780257540.204844151840.05153237254710.4346448266850.2743945197625.2182666031e-056.61024698655e-0537.163531.08085271892017-07-20 09:22:342017-08-03 10:30:32
la hillclimb jr99998.90.3077935056260.2841531987630.02654484461390.3127277065980.03237930386710.2361413547130.06031260951781.412370319180.289315318257.04520.9266052699592017-07-20 08:29:492017-08-03 10:30:32
GPSOMOD-optimized100000.00.00.2876209535150.0595142399580.2217369843620.08490013241130.1850570037210.08885699397870.5402822301360.7622521558749.485650.2622426106532017-07-20 09:14:532017-08-03 10:30:32
SPEA 2100000.00.00.2921021072856.21723796637e-050.1756693190.009806823100230.1056932993020.05842251467740.00158234353640.0038745806206522.371950.986181710332017-07-20 08:02:582017-08-03 10:30:32
SPEA 2 no tournament100000.00.00.2921068515153.87749701335e-050.1698684471520.007696986985630.0552084665790.02222146380750.0004443815296420.00015507544218321.644950.681819197752017-07-20 09:18:072017-08-03 10:30:32
NSGA-III100000.00.00.2921176584815.63068301437e-050.163560037960.002074577539030.03831741554060.01466288079920.0005030719242120.00022225311408115.276750.7065605255862017-07-20 08:00:052017-08-03 10:30:32
NSGA-III-tournament100000.00.00.2921318419157.41264074367e-050.1641706686850.001612933921540.04240421340660.01786552203260.0005107731658840.00029604494702714.92410.3880508512532017-07-20 09:26:322017-08-03 10:30:32
Random Search100000.00.00.2950081695880.00860323785070.3408996830140.01228202498640.3413918220230.03006127075641.430224555750.1241182183822.675550.2895663681772017-07-20 07:58:332017-08-03 10:30:32
MultisetGA99936.00.00.3014951837370.01408427058380.3505664073180.01648600659360.3997002812970.05302875568881.438856444860.1486879735795.389250.2264043599642017-07-20 08:00:512017-08-03 10:30:32
SLS15 SA201573.05549.5086297870.3091477531120.01998690032210.3539116861650.03207499621140.4477619125220.0610302361141.414905449490.3178830864428.709151.033999555892017-07-20 08:03:562017-08-03 10:30:32
GPSOMOD-naive100000.00.00.3315259011460.1138792548010.2800116104610.1241961765240.3193653251110.1612570263170.9515236269341.181190205975.379350.1360155854072017-07-20 08:04:462017-08-03 10:30:32
SLS15101467.5616.5096575840.4197068579360.02878278747740.4504879719040.01952202680570.4987157370760.08925262704452.247655322950.1541404044752.58980.2387219479252017-07-20 09:23:052017-08-03 10:30:32
moeavan100000.00.00.4684456233830.03786027969580.3629840101410.01918830516341.761436452190.1423486492610.03185280249040.015512602698580.92062.607203652232017-07-20 09:11:522017-08-03 10:30:32

wfg5

Genotype: <Double String> Objectives: 2

optimizerevaluations(avg)evaluations(dev)indicator_dominance(avg)indicator_dominance(dev)indicator_hypervolume(avg)indicator_hypervolume(dev)objective_f1(avg)objective_f1(dev)objective_f2(avg)objective_f2(dev)runtime(avg)runtime(dev)executedevaluated
PredatorPrey99922.132.36453549640.002233856535070.006141466118430.0003378547421440.001031641371310.0008590052241310.002505641008961.86088185605e-075.21310239971e-0740.626.35397236612017-07-22 08:26:052017-08-03 00:07:44
NSGA-III100000.00.00.4466561197090.0002800705370280.3782022135930.001000734928370.2049092151150.006169504707420.07581032785720.0067997479840815.127050.5038679312132017-07-22 06:59:382017-08-03 00:07:44
NSGA-III-tournament100000.00.00.4468197133710.0002708041194360.3771970412040.001639688686440.2040484882660.00753856871170.06838327850650.007911138412514.249150.7473680327092017-07-22 08:30:122017-08-03 00:07:44
MIPESA II100000.00.00.446932165310.001120282361610.3500510954660.001867662688320.1884008473740.01572450738660.05626815870820.0040509811254110.767251.092684038462017-07-22 08:19:102017-08-03 00:07:44
Mocell99901.00.00.4469333562890.001332272234110.3495632714180.001343743167720.1898346613110.01279510797120.06260606286010.00413594468410.39950.6167017107162017-07-22 08:28:442017-08-03 00:07:44
ESPEA-naive99960.029.01905000440.4470165407050.0009274544830940.3601303571510.003328043270410.2069717163045.85073198402e-050.1564163293690.03392204364927.288250.6366597765312017-08-03 00:05:242017-08-03 00:07:44
ESPEA-optimized-c99952.022.84962282310.4473332699360.001158558377790.3584558978690.002647069790420.2044969727630.005136045067340.1420328441770.02510586558338.63830.366706551262017-07-22 08:27:372017-08-03 00:07:44
IPESA II100000.00.00.4494649145630.004127760394950.3586652345320.002695081684350.2135555035230.01064603167860.1058605838520.02650297974810.3431.297784468362017-07-22 07:31:122017-08-03 00:07:44
DMLS+ds99975.1514.8120683370.4506765513020.004736091648130.3549266093670.0007034037150440.204439788480.005717640403850.05149250801640.001180155443683.91870.1212284055652017-07-22 08:04:432017-08-03 00:07:44
DMLS99978.214.05852429180.4510333665980.003750227045220.3555544683230.001273448614410.2093248727070.01301382312320.05160785108090.0006944536345793.867350.1589562253542017-07-22 08:06:192017-08-03 00:07:44
la hillclimb jr99998.90.3077935056260.4514560535490.003451772674980.4821965336710.02907000537820.6201973215690.1014887813370.92190057120.2607746092746.24860.2168298872392017-07-22 07:30:012017-08-03 00:07:44
MEMO99972.415.90233349310.4520086039250.00482058859270.3773751886340.003897668780220.2621566605140.01379861300380.1874155255780.0355104298343.981650.5723107616452017-07-22 08:16:592017-08-03 00:07:44
MEMO Improved99969.129.16721302750.4521904097670.006982571396880.3755531311370.003500768919090.2471307463750.01360094177450.1948796108160.03407769398624.448250.1257101406962017-07-22 08:30:432017-08-03 00:07:44
GPSOMOD-optimized100000.00.00.4529023820180.007424802169150.444906284130.04431437269660.9316725055530.4232472754870.1420121851090.2328759512239.383150.435002150632017-07-22 08:18:002017-08-03 00:07:44
GPSOMOD-naive100000.00.00.4529889954880.006857629728780.5041061741140.04550422053941.35842857380.3630068917960.1887381526860.2378964823925.25610.2271954641872017-07-22 07:04:142017-08-03 00:07:44
moeavan-optimized95714.155526.912265170.4536608968880.01060567669470.4190920196440.03483129630090.6295885733930.3112848854340.1688964424260.0556835704603295.327558.140474811412017-07-22 07:29:112017-08-03 00:07:44
IBMOLS-fon99918.280.82052891890.4541998922950.005708975884910.358656055140.002532047363270.2146594460150.02402116750850.05914862086430.003840854276794.278750.1696993859122017-07-22 08:06:492017-08-03 00:07:44
Improved NSGA-III.2100000.00.00.4561434170860.01005733772920.3623139263740.002376167415980.2057333581340.005171908244180.06994144992220.007446457491674.10230.5401827273692017-07-22 08:05:172017-08-03 00:07:44
DEMO bin v2100000.00.00.4570218662460.01307058393720.366490659760.002514811522260.2069752619178.23599513216e-050.1221115624290.015815722105869.23884.055349314572017-07-22 07:38:492017-08-03 00:07:44
NSGA 2100000.00.00.4595125794580.009856179999970.3631614959170.00329865059020.2041794631330.006412915472520.07264173106960.007963031911656.586850.2111911767992017-07-22 08:16:252017-08-03 00:07:44
MultisetGA99936.00.00.4627748435250.007069604050630.5078685965510.01488623469830.6718104911610.08214937788690.9311057210820.1097834512984.99460.6222942610762017-07-22 07:00:202017-08-03 00:07:44
NSGA-III-simple100000.00.00.4635792088840.01767918570720.3730471389190.007045318826760.2276186287380.02678464541130.1569849485090.064245612068415.53080.4130637264462017-07-22 07:32:432017-08-03 00:07:44
Random Search100000.00.00.4635880723490.00438579190.5020281598580.01266977596810.7191567561980.04807769187670.825542719890.1028571885891.891350.3921317280012017-07-22 06:58:062017-08-03 00:07:44
SLS15 SA201445.85455.8364520890.465275598620.01053174891350.5523720336070.02167277779550.8223195557850.1129720373861.132880289780.159928800088.48430.8927289976012017-07-22 07:03:262017-08-03 00:07:44
SMS-EMOA100000.00.00.4708355658320.02183548556630.3751277297180.005993843678260.2153323131080.007536465587690.1256673586980.02339433138316.78130.2158362195842017-07-22 08:22:002017-08-03 00:07:44
Elitism EA100000.00.00.4797855328380.01078812949890.4771716800410.01396704815041.157284227450.1117132916630.0500474787122.79820935133e-053.70240.123092348732017-07-22 08:05:482017-08-03 00:07:44
SLS15101643.65509.8443802820.4808236128390.009568989778930.5981981745310.02922981432590.9286584968210.1125272344641.448714324350.2321929773072.533350.1977039985752017-07-22 08:26:362017-08-03 00:07:44
SPEA 2100000.00.00.4932939353850.03766401336210.3813981734040.006363962354170.2150241612330.03926744589260.1088604280810.03445794786522.29551.056584143662017-07-22 07:02:282017-08-03 00:07:44
moeavan100000.00.00.5144238200020.01325546541720.5822153715990.009835201777951.898049982130.04890818605190.06931115898660.0073766276269891.16367.100175819912017-07-22 08:15:032017-08-03 00:07:44
SPEA 2 no tournament100000.00.00.5245167268050.04122399511770.3859072910170.009330148695880.2069586755920.005981528764020.07562169711470.0088824409658521.98310.6941422499442017-07-22 08:21:142017-08-03 00:07:44

wfg6

Genotype: <Double String> Objectives: 2

optimizerevaluations(avg)evaluations(dev)indicator_dominance(avg)indicator_dominance(dev)indicator_hypervolume(avg)indicator_hypervolume(dev)objective_f1(avg)objective_f1(dev)objective_f2(avg)objective_f2(dev)runtime(avg)runtime(dev)executedevaluated
ESPEA-naive99954.0529.89010573840.427810475760.000492785106340.2982983847070.0001105191298650.0006545454076950.0003396074723190.00102882958620.0006427743645917.10950.3024170177612017-08-03 09:15:102017-08-03 09:15:44
ESPEA-optimized-c99955.030.34884893330.4280005026420.0005882903879430.3024010412520.01792742709210.03729364405420.1633672398290.001786571474740.002933787778037.44750.5735044165392017-07-22 10:11:102017-08-03 09:15:44
GPSOMOD-optimized100000.00.00.4353086123550.004219857332270.4149850585350.02585691456540.6264796439490.1352058439820.3764630992160.2797760310699.597950.3500483387672017-07-22 10:01:052017-08-03 09:15:44
DEMO bin v2100000.00.00.4357492796070.006772702234640.3103718968930.002548008386030.001548594366610.0007138117016850.001761118272960.00091133811508269.93734.697797200482017-07-22 09:24:482017-08-03 09:15:44
NSGA-III-tournament100000.00.00.4359654096110.00567117944370.3509613302290.01809792806350.1419672289980.1247171068820.03599704002460.025373457419814.174250.6845267189432017-07-22 10:13:422017-08-03 09:15:44
IPESA II100000.00.00.436343933240.00503158198330.3287252821490.01698237990070.1820605100860.1396897341360.04499024017190.026011082940710.48440.5819242490042017-07-22 09:17:092017-08-03 09:15:44
MIPESA II100000.00.00.43736135910.006511623788110.3241724536210.01366459178920.1399516782210.09292499193250.0260899284750.019071373303210.26610.7312031109572017-07-22 10:02:132017-08-03 09:15:44
IBMOLS-fon99963.424.82443617850.4381636660010.004102985043330.3627097921420.01588239649010.3819571901160.1533541255850.09089976115310.04214507137054.5620.1517584646042017-07-22 09:51:582017-08-03 09:15:44
NSGA-III100000.00.00.4393829409670.006612266512990.3653411745530.01783888441920.2253397391690.132135745540.05361164801760.028250524000114.898550.4025395011672017-07-22 08:46:142017-08-03 09:15:44
Mocell99901.00.00.4393873083340.006373824391380.333006975990.01630526888110.1534714685990.09620394748480.05151925075230.026691074215810.27790.5756133479312017-07-22 10:12:172017-08-03 09:15:44
GPSOMOD-naive100000.00.00.4405276794910.009065157476530.4785187949310.04388395810370.9962793293390.2785987727590.5219707537240.5801046447724.942550.5568913221962017-07-22 08:50:432017-08-03 09:15:44
DMLS+ds99979.3513.74686567150.4427735701440.004674251825830.3694359319730.01766753747310.3785060159850.1133849698760.09636922888280.04823248536223.677850.1430113263832017-07-22 09:49:522017-08-03 09:15:44
Improved NSGA-III.2100000.00.00.4452318921690.01012774266230.3402817819440.01468109847040.1772659491140.1218493192320.03400251242260.02093854526814.300150.5160341966432017-07-22 09:50:252017-08-03 09:15:44
MEMO99968.014.98068932430.4476987145530.0101909421470.3520261848990.01707836709180.1278641726130.04956340217220.158247603690.04435624910723.789450.6034014527312017-07-22 10:00:042017-08-03 09:15:44
MEMO Improved99993.413.36294956410.4481524154090.009756618338680.351062813890.01731250719480.1152684298890.04283902241180.163884182630.05619720750244.343250.1244570841272017-07-22 10:14:132017-08-03 09:15:44
DMLS99976.212.94766794690.44883123510.005479195246960.380454147150.01793988351940.4061281790630.1533223390230.136737379690.04675339580123.74050.1735309770622017-07-22 09:51:272017-08-03 09:15:44
Random Search100000.00.00.4501312498150.003945775393780.4668465629130.01207204813320.7078016948560.08372451544390.662416653920.07150239335561.80340.3741919574932017-07-22 08:44:432017-08-03 09:15:44
MultisetGA99936.00.00.45251045190.00892101139350.4880498250240.01704343443430.8701209455660.1491180156250.6332643609380.08227219759025.02520.5802890024082017-07-22 08:46:542017-08-03 09:15:44
NSGA-III-simple100000.00.00.4531148938020.01187660867490.366865005130.02784064239720.2643596431020.1685897442680.149423241630.10955338035515.25310.4772276186482017-07-22 09:18:402017-08-03 09:15:44
NSGA 2100000.00.00.4535065416640.01725914253620.3483354026180.01947982881790.1770554658720.1424599435190.05623614064720.02895200294576.76870.2919464803152017-07-22 09:59:302017-08-03 09:15:44
moeavan-optimized99226.552146.549311040.4539028457820.009279733499460.3949599341290.01375459988860.5481658455930.1196486328220.09991095023680.0701428003802283.40417.185879962017-07-22 09:15:122017-08-03 09:15:44
SMS-EMOA100000.00.00.4549447634540.01737654843530.3508741981670.01833515265750.1533361556580.1591456557650.07912115893060.03565333117556.897650.2026545608982017-07-22 10:05:002017-08-03 09:15:44
SLS15 SA201513.7409.5234843210.4589038593450.01030738174240.5401290739570.02143895477081.144150967150.1862634011130.7533523918780.1085431197798.07590.7286856155542017-07-22 08:49:572017-08-03 09:15:44
PredatorPrey99933.2532.67040347410.4648657262880.1105056537510.4645319565320.1194715012891.133856525770.4503519994365.04238243684e-055.72044233692e-0551.630630.52257942022017-07-22 10:09:502017-08-03 09:15:44
Elitism EA100000.00.00.4718045157660.0125274189560.4866776849020.02383230104461.224287057510.1722438472170.08069536867550.03970744604223.66690.1330879803982017-07-22 09:50:562017-08-03 09:15:44
SLS15101360.6563.8700298170.4744638727510.01188639766350.5746332014370.02719980388451.222253885950.1457090803040.9532778033310.1755974062522.32520.1472697489212017-07-22 10:10:212017-08-03 09:15:44
la hillclimb jr99998.750.4442616583190.4747823651120.01371941040790.4951086121920.03290301589180.8420524981480.2112678709030.6186311167750.1597066671166.18320.1468381135092017-07-22 09:16:012017-08-03 09:15:44
SPEA 2100000.00.00.4955976151490.0373125048520.3770997659440.02706517017150.2653509407470.1591078235840.07260849880470.048229575860122.123850.9648388070992017-07-22 08:49:012017-08-03 09:15:44
SPEA 2 no tournament100000.00.00.5151295319720.04135306351140.3665770435950.02737685704130.2346163939010.1682392691470.04076621877550.029307377183621.07460.7210348849142017-07-22 10:04:142017-08-03 09:15:44
moeavan100000.00.00.5294334093950.007595586002640.5856833951240.006182871746481.974681692320.02832898692830.015641283020.015974027397168.559151.860206278182017-07-22 09:58:132017-08-03 09:15:44

wfg7

Genotype: <Double String> Objectives: 2

optimizerevaluations(avg)evaluations(dev)indicator_dominance(avg)indicator_dominance(dev)indicator_hypervolume(avg)indicator_hypervolume(dev)objective_f1(avg)objective_f1(dev)objective_f2(avg)objective_f2(dev)runtime(avg)runtime(dev)executedevaluated
ESPEA-naive99961.3524.25581861830.004330896228970.0004939962638010.001745524787243.52224612321e-050.0001909066632117.54853972071e-050.000197833575567.89165131339e-057.847350.4815281895892017-08-03 15:05:442017-08-03 15:14:15
ESPEA-optimized-c99966.033.15037508720.004348027719270.0003979612730740.001757312718823.10718238299e-050.0002230625550779.00467619203e-050.0002010155018149.92533145375e-058.86590.3234097775432017-07-20 19:31:222017-08-03 15:14:15
DEMO bin v2100000.00.00.04715051423920.0156792911760.01358290717630.003257431207970.0005404335666760.0001849396417520.0003936441509120.00018534640587375.21713.494427336562017-07-20 18:43:422017-08-03 15:14:15
Improved NSGA-III.2100000.00.00.05244692644410.017851559270.01991231971160.01496324420760.0637957638760.1253927776140.002228263839840.003834362070464.6090.5852295995682017-07-20 19:10:132017-08-03 15:14:15
SMS-EMOA100000.00.00.06243210707440.01765022092140.03811052843080.01606596715680.1240297121740.1331491455980.08152981038830.07562889757926.958550.2339906599582017-07-20 19:25:572017-08-03 15:14:15
DMLS+ds99979.213.21323100850.06655149946640.02599364265470.03847181596630.0162549505440.236936998960.122426204030.0004823457015430.0002718580587854.422850.1455404718542017-07-20 19:09:362017-08-03 15:14:15
DMLS99980.3511.51326466120.06698562646690.03921400871580.0393677201480.02460574836050.1958270236290.1388081287050.05233662436270.2314139840874.40220.2554054774172017-07-20 19:11:152017-08-03 15:14:15
NSGA 2100000.00.00.07100078351890.03532205162880.03306681268530.0266969702770.1194234795730.1551127987250.05500105300040.2309284513557.06720.2370546461542017-07-20 19:20:342017-08-03 15:14:15
IBMOLS-fon99928.1541.69219919460.07202853411210.04637860746020.04426602072950.03797334524730.1581539917390.1617676746110.1040605682260.3183736550264.72550.1744037964342017-07-20 19:11:452017-08-03 15:14:15
MIPESA II100000.00.00.0765840347950.03024552846510.03540554506340.01676773868230.2733101741170.1408813192440.001481374951070.006135634469827.01562.120816734432017-07-20 19:23:102017-08-03 15:14:15
PredatorPrey99927.7543.4231020250.07972997169380.01104841812960.0599451209990.01391678916580.01710658888170.05031633147590.0002171065719010.00027279357410538.2488515.61721329442017-07-20 19:29:502017-08-03 15:14:15
IPESA II100000.00.00.08032661623090.04290266891810.05754337411330.03450307385490.1813563604470.1477793724410.3264218404070.29186588715210.627951.810853520042017-07-20 18:35:322017-08-03 15:14:15
NSGA-III100000.00.00.08245878604590.01023613627060.04852347104860.01912659080190.1792531114890.1710204628440.0166123499670.021292675329815.059650.4658039202342017-07-20 18:06:402017-08-03 15:14:15
NSGA-III-tournament100000.00.00.08278586243670.01027267882610.04744012943290.02003798197120.1733748385240.1775539797970.01108295871080.026629239046914.7190.3894179191942017-07-20 19:33:542017-08-03 15:14:15
Mocell99901.00.00.08933120926480.01594260066990.06139633463140.02142516583150.2975457407790.1102438759250.2411653064230.2167610693989.122350.8493481881642017-07-20 19:32:232017-08-03 15:14:15
SPEA 2 no tournament100000.00.00.09771017657840.01910131596060.04641688390480.01960507006320.1206793977730.1545225930930.01771577691860.028668953106120.60051.210144684692017-07-20 19:25:112017-08-03 15:14:15
SPEA 2100000.00.00.09786449964760.01543565823510.0649608398620.0201506662040.2957230948390.1064249174050.0265747538930.096514089803121.27581.24681613892017-07-20 18:09:302017-08-03 15:14:15
MEMO Improved99958.927.34169747940.09977267413650.03255412783960.0851682452370.02997063161580.2993308331860.1242324650630.3752873427210.2806214322144.55340.1480577412262017-07-20 19:34:252017-08-03 15:14:15
MEMO99966.917.22269005210.109823341060.04359164714850.09150601674950.0351236428420.2545817992160.1403491033670.5065679734170.3210281081724.485650.7104664350012017-07-20 19:21:142017-08-03 15:14:15
NSGA-III-simple100000.00.00.12001792730.06956409126530.08592989146550.05086200626490.2520520246320.1535849868660.4232513987560.53409776502415.357250.4444023633222017-07-20 18:37:032017-08-03 15:14:15
Elitism EA100000.00.00.1238833338820.01276763233580.07733384417960.0056582009840.4640609357980.04782422959161.80239385257e-051.11467618472e-054.022550.1211443136792017-07-20 19:10:442017-08-03 15:14:15
GPSOMOD-optimized100000.00.00.1811180852480.1129707015170.1361246633520.08498127325170.3684150583820.0164269247950.7731055780040.8215693853059.919050.5145852162052017-07-20 19:22:182017-08-03 15:14:15
Random Search100000.00.00.2250165765450.01831707153290.2023911382030.008945323193090.3741361842720.005111415791681.248869758440.1016619625812.242050.06914627896522017-07-20 18:05:092017-08-03 15:14:15
GPSOMOD-naive100000.00.00.2609182021860.1552161729020.1872104581090.1166518972190.4406421128620.1030992977211.181913866641.116635497425.47260.2118386675112017-07-20 18:11:232017-08-03 15:14:15
MultisetGA99936.00.00.2653775763160.03655808402240.2290886401420.02026479751740.3896875594710.01110675231961.47287818910.202901788275.377150.1669835400022017-07-20 18:07:262017-08-03 15:14:15
moeavan-optimized100000.00.00.2653865786440.1131496536790.1560992922940.04983079758530.9809822896830.4371976676660.1421315248760.263160877613260.96999.030499326992017-07-20 18:33:332017-08-03 15:14:15
la hillclimb jr99998.750.4442616583190.295446787650.04150638957070.2385586253220.02819097462820.5132381446340.1714199434241.636465993410.2313260319926.373250.234043602552017-07-20 18:34:212017-08-03 15:14:15
SLS15 SA201586.5561.7257712670.3087531517550.04900500691540.265796337180.02747655510610.4428502994080.03045615200791.713617879350.2719837158658.787450.5973131484982017-07-20 18:10:332017-08-03 15:14:15
SLS15101529.15623.9652718910.370539334870.03800356144650.3037568067170.02286944724670.4610553630310.02836563621412.05653866910.2109243628152.58430.1366655926362017-07-20 19:30:212017-08-03 15:14:15
moeavan100000.00.00.37644430450.035488127540.3146086282570.02599974658341.410088635140.1329292945321.328956309780.40311913943382.054354.202170520292017-07-20 19:19:142017-08-03 15:14:15

wfg8

Genotype: <Double String> Objectives: 2

optimizerevaluations(avg)evaluations(dev)indicator_dominance(avg)indicator_dominance(dev)indicator_hypervolume(avg)indicator_hypervolume(dev)objective_f1(avg)objective_f1(dev)objective_f2(avg)objective_f2(dev)runtime(avg)runtime(dev)executedevaluated
DEMO bin v2100000.00.00.06511560504930.01271208425790.04434552341620.01491896861380.2148641799650.05946225217140.04304270409540.061709988040344.44732.333009059922017-07-20 07:24:232017-08-01 23:52:30
ESPEA-optimized-c99958.026.67543715420.06906372297740.01514453086220.06583663023330.02640710834640.2691363181140.06429768917680.1953683561070.1050804171354.36440.1644078369242017-07-20 07:44:492017-08-01 23:52:30
ESPEA-naive99949.9530.24022243030.07643006934270.01624605802780.08560248504840.02534319681350.2854107313960.04916489442990.285614236790.09930580070643.544350.1126654455972017-08-01 23:52:092017-08-01 23:52:30
MIPESA II100000.00.00.1004502077660.01726461076830.06118068687680.02182707453170.4008039666920.07031351900170.07863617308650.09961035509783.460050.174953971392017-07-20 07:38:022017-08-01 23:52:30
Mocell99901.00.00.1008130588720.01808161731240.08313208411910.02964264153350.4029699154360.07226798596060.202954454490.1247380351156.022550.2408912126162017-07-20 07:45:352017-08-01 23:52:30
NSGA-III-tournament100000.00.00.1034030064970.01254977234850.09750442602540.02725461474790.4068023191820.06178914284940.187986063410.11735403181317.57576.328176715052017-07-20 07:47:192017-08-01 23:52:30
IBMOLS-fon99928.2550.2780427120.1046414001850.02086795625560.08754952203120.03691625801150.3883391744470.09044585572790.1766925667060.1692888070154.43120.5369907967462017-07-20 07:28:112017-08-01 23:52:30
NSGA 2100000.00.00.1057105479670.01408358260420.08573219920160.02918656758920.4224386183480.05641082994020.1703105419350.1187533345657.161150.2141286566042017-07-20 07:35:532017-08-01 23:52:30
DMLS+ds99974.613.61268758030.1095301476510.0207743585730.09776889301320.04117022901570.4171369651190.0829512177870.2408976097920.1859726065123.93260.1186513690122017-07-20 07:25:552017-08-01 23:52:30
Improved NSGA-III.2100000.00.00.1105073341690.01329156185660.0777316422480.02180809916530.4417156614030.0531232571210.1460192012180.09195194271274.56340.6132947604192017-07-20 07:26:322017-08-01 23:52:30
DMLS99978.711.95209737150.1106790393260.01842801299010.1016672538990.03813557433710.433209161670.08377244532550.2415900840990.1695245714473.883550.1109302649612017-07-20 07:27:342017-08-01 23:52:30
NSGA-III100000.00.00.1184056203640.01612159359890.1092079694390.02999500176030.4600437380220.0664321576830.2631085830890.12906512829813.8461.148359608082017-07-20 06:52:102017-08-01 23:52:30
SPEA 2 no tournament100000.00.00.1202627268630.01128592628910.1006408225970.02700662782290.4807056792810.04510720189050.2150609865880.10922805064813.34640.8661469669872017-07-20 07:39:242017-08-01 23:52:30
IPESA II100000.00.00.121234798810.01568115888860.09093017373680.0141427037810.4826637901440.06565923549340.3376558607470.1161775030093.84090.1891852058312017-07-20 07:19:032017-08-01 23:52:30
SPEA 2100000.00.00.126794051210.01665869400730.09434865508830.03539473275570.4950827585040.05797271214480.1760095956520.16755597773514.02741.203844385822017-07-20 06:54:212017-08-01 23:52:30
SMS-EMOA100000.00.00.1301910660880.01455088634830.109959361680.02698687505090.5201953933890.05828035044820.3371833032580.1589442605167.397650.2960745416452017-07-20 07:40:102017-08-01 23:52:30
NSGA-III-simple100000.00.00.1535634289680.03239051214990.1386933513440.02787563484620.5985125329510.1326343558610.4558250068940.23254278947513.506750.6415427848062017-07-20 07:20:222017-08-01 23:52:30
MEMO Improved99983.614.12127920250.2112879927450.01782870179280.1357376061170.03144126385730.8445123301590.07125714191370.21092507050.1477661263864.49430.1910522386542017-07-20 07:47:502017-08-01 23:52:30
MEMO99976.116.72659401580.2144293626540.01651200162720.1336994430020.03902214250940.8570676493270.06599459999430.2059012002850.2122892925844.136050.8785982540992017-07-20 07:36:302017-08-01 23:52:30
Random Search100000.00.00.2369394939160.02007781359650.260712944550.01000365219980.7052683188210.04861717718611.326355369040.1163501037892.16210.09422811067882017-07-20 06:50:482017-08-01 23:52:30
PredatorPrey99939.4540.12674000160.2446805842180.05542647200730.1707552486910.04765453870060.7958475095710.5002374334873.57258070161e-054.93322767357e-0536.1444524.01668595942017-07-20 07:43:472017-08-01 23:52:30
MultisetGA99936.00.00.2623064531710.03391349952010.2897395928370.01742355402020.7917297094360.09640136935541.463866494290.2091064189825.308250.1677949484842017-07-20 06:52:562017-08-01 23:52:30
moeavan-optimized100000.00.00.2987188034770.1217626628980.2368158147260.0655725324521.147717392960.5053161953340.5271607460420.408854564742257.611059.31856578912017-07-20 07:17:512017-08-01 23:52:30
SLS15 SA201555.8452.431396370.3013529292480.03030306276520.3346159699480.0200122625380.963438732040.08798107708521.6942503230.181782943158.91081.236420197692017-07-20 06:55:202017-08-01 23:52:30
GPSOMOD-optimized100000.00.00.3068383209930.1064262969660.2712992125560.0755657446920.9301345737490.3202599837891.212154779410.8682204581499.550950.4645771676882017-07-20 07:37:312017-08-01 23:52:30
Elitism EA100000.00.00.3522649969930.0457305582780.3493935084490.03472634343710.9105995696480.07310061475291.946778104230.3975710168793.737550.2493514693422017-07-20 07:27:032017-08-01 23:52:30
SLS15101469.65574.1107792420.3568296682130.02643520288130.3739162877030.0174504405251.08342232270.1018225793622.009378172850.1615277975282.46650.2192481170782017-07-20 07:44:182017-08-01 23:52:30
GPSOMOD-naive100000.00.00.40181121330.09162432439770.3356183415790.09331405507331.147039497590.2788914795721.634304966081.134892116654.71290.710259100242017-07-20 06:56:022017-08-01 23:52:30
moeavan100000.00.00.4212671620330.05217367087960.3654803227860.0498980727321.498920586020.3056385529991.607750275460.82090408713169.461353.927123700022017-07-20 07:34:352017-08-01 23:52:30
la hillclimb jr99998.80.4103913408340.511888911570.04055859349360.4235192904220.1040567328831.110954956480.7349127026362.514678352350.9924065043484.44320.9715882060342017-07-20 07:18:312017-08-01 23:52:30

wfg9

Genotype: <Double String> Objectives: 2

optimizerevaluations(avg)evaluations(dev)indicator_dominance(avg)indicator_dominance(dev)indicator_hypervolume(avg)indicator_hypervolume(dev)objective_f1(avg)objective_f1(dev)objective_f2(avg)objective_f2(dev)runtime(avg)runtime(dev)executedevaluated
PredatorPrey99936.429.84062931470.2796982555110.1803388242320.1985583728920.1310138543250.0425633040410.07180362173630.0002250285654080.00023289855373641.7648515.40963522672017-07-20 22:56:362017-08-03 14:24:04
ESPEA-optimized-c99960.028.28427124750.3805696930520.001233999484810.286447935190.002439373248620.04883949587910.003985364060990.2598166657280.01395902332357.00940.5772649122782017-07-20 22:57:562017-08-03 14:24:04
ESPEA-naive99960.029.7356776670.3807519362250.001245229661980.2857491988720.001980718303530.04893276059360.003101021652950.2536084889430.01330063698636.357850.5256138541592017-08-03 14:23:282017-08-03 14:24:04
Mocell99901.00.00.3809259029960.001077511040750.2867589444010.004816720204360.06119744973340.02237714991120.2492757645920.032104309624110.148350.7205929046352017-07-20 22:59:002017-08-03 14:24:04
IPESA II100000.00.00.3813974794660.002435436501930.2918769578650.007419181193480.08462605191520.05548465890960.2691113438170.035143445516910.249450.9190921421652017-07-20 22:06:392017-08-03 14:24:04
MIPESA II100000.00.00.3822202284650.003672504528550.2860255202420.006755350714080.07034460869120.04178676755780.2273511537730.04336873596968.82851.419796297472017-07-20 22:49:442017-08-03 14:24:04
DMLS99978.0510.59530680610.38602854590.003295787719010.3111392882950.02146144282020.1617447995950.1339882391220.3282185122490.1419267940174.29550.1496189897882017-07-20 22:38:052017-08-03 14:24:04
NSGA-III-simple100000.00.00.3866583028730.006737045197760.3030969952310.009781096603110.08500228902360.08247377435060.3010846650340.041032940740215.654150.5104386426352017-07-20 22:08:102017-08-03 14:24:04
DMLS+ds99977.6512.63776712460.3867975327640.003898632671160.3155625657640.01690670443970.2162124429240.1727068516930.3303047223550.08886907555844.23510.1244135294722017-07-20 22:36:242017-08-03 14:24:04
GPSOMOD-naive100000.00.00.387078355390.003819882208350.3781093298740.04617746931330.5734547714470.23729240920.5643934815170.2983570162015.74480.2363206118372017-07-20 21:43:322017-08-03 14:24:04
Elitism EA100000.00.00.387190874240.002790603204270.3163050822530.01391717686040.3448364741040.1512873533530.2274719198050.03103256954134.20590.1890577466782017-07-20 22:37:342017-08-03 14:24:04
MEMO99974.214.03604382710.3878460319080.003977362605860.3041554617310.003484995499110.08591320494020.02168875975730.3099063950320.02313935096215.19580.1722555017842017-07-20 22:47:422017-08-03 14:24:04
IBMOLS-fon99925.756.4904276940.3891258818380.004026437051360.3084171474970.01363389161170.1579169259510.1424392431580.2974801924660.09104958173634.74670.1750897814812017-07-20 22:38:362017-08-03 14:24:04
MEMO Improved99972.418.51997499150.3892445560760.009683235874410.3010579290990.003710995123090.07675902834340.01121008157090.3039496136250.02080686537384.25420.6080844470442017-07-20 23:01:052017-08-03 14:24:04
moeavan-optimized100000.00.00.3903264934850.005067213859140.3685793241530.01047791049860.424475874240.105527962660.5547973032470.0632329842903249.651954.307683239532017-07-20 22:04:432017-08-03 14:24:04
Improved NSGA-III.2100000.00.00.3904087927030.008723144426520.2946723611410.003564508602310.0499487383760.003346778906420.2491482352490.01591180970264.651250.5917031505922017-07-20 22:37:042017-08-03 14:24:04
SLS15 SA201615.85367.2706265930.3918259261160.006936441793890.3955196865970.0224536508860.3628579095610.1279631709020.8018432858540.128857444739.93791.885683762632017-07-20 21:42:442017-08-03 14:24:04
Random Search100000.00.00.3924017999990.003882951336910.3677763409150.009824352298570.1777582125380.04895776121190.7563593986030.07989557544272.375150.1159279608432017-07-20 21:37:142017-08-03 14:24:04
moeavan100000.00.00.3932149729310.005090455256460.4770770886840.008719278215741.688820435260.04529422522350.3456769596520.053052566381575.665052.784285460162017-07-20 22:45:362017-08-03 14:24:04
GPSOMOD-optimized100000.00.00.3932597409050.009682805733530.3485639545870.03070872227140.3264411923930.2216769621990.486646688120.1464942024429.660050.4500271892372017-07-20 22:48:432017-08-03 14:24:04
MultisetGA99936.00.00.3935932876140.004419208022490.3829487089430.01378492554220.2803971946420.08942231791450.7833151577380.09776219477295.51690.2220973944732017-07-20 21:39:322017-08-03 14:24:04
DEMO bin v2100000.00.00.3938588635550.01021692371680.2987865391850.002203081363420.05046585879460.001808569193970.2645486988570.01273720353373.18343.573918539412017-07-20 22:14:402017-08-03 14:24:04
NSGA 2100000.00.00.3950184129950.01418552349050.2948690808640.002430041743380.04918266392520.002021312758040.2487779273540.01740408284057.107450.2635789055932017-07-20 22:46:572017-08-03 14:24:04
SLS15101440.8500.2710423260.3967449601340.009931101607360.4225476400680.01475331335850.4185382086890.1175796827970.9186163582360.1171801124382.7910.1431282089962017-07-20 22:57:072017-08-03 14:24:04
SMS-EMOA100000.00.00.398200046310.01364047993120.2999445425290.004530114900040.05674438881340.01224622266870.2738048826490.02684336021167.326950.202691488412017-07-20 22:52:312017-08-03 14:24:04
la hillclimb jr99998.950.223606797750.403585401290.03436249986050.3798312340140.05089900898030.4009492635520.1753497116940.5896413191870.1532691530756.51760.2924694136052017-07-20 22:05:312017-08-03 14:24:04
NSGA-III-tournament100000.00.00.4201824943390.01185362923670.3128770318740.01292655327090.1136294175320.1297755746440.2554456451240.020914515586314.97760.4902095577672017-07-20 23:00:312017-08-03 14:24:04
NSGA-III100000.00.00.422870062490.008494989540690.3087654665980.006464895955490.06892443717610.06931409264970.2496268998030.01266246894115.333650.6955528111932017-07-20 21:38:462017-08-03 14:24:04
SPEA 2 no tournament100000.00.00.4335665252230.02586411253790.3110131461170.008159893866150.07000359492710.0728265075070.2508080845590.011707720256521.832250.6152858877662017-07-20 22:51:452017-08-03 14:24:04
SPEA 2100000.00.00.4395288097620.02129101952960.31569551070.01160918843610.08834952103630.08730157624970.2876448308560.038473474907722.071451.103227154882017-07-20 21:41:392017-08-03 14:24:04

wfg_bin1

Genotype: <Binary String> Objectives: 2

optimizerevaluations(avg)evaluations(dev)indicator_dominance(avg)indicator_dominance(dev)indicator_hypervolume(avg)indicator_hypervolume(dev)objective_f1(avg)objective_f1(dev)objective_f2(avg)objective_f2(dev)runtime(avg)runtime(dev)executedevaluated
DMLS+ds99982.514.39115225260.07793528638670.008422907655220.1050636797380.01729842594610.8987625855530.03536564376260.8807859724950.0306166384974.063250.1731743493222017-07-22 11:09:522017-08-03 13:24:11
DMLS99978.8513.84605206890.07910879359730.007754297667440.1066835528940.01498139453040.9020180437540.02767084623190.8840232302380.03086099479073.978150.121521180742017-07-22 11:11:552017-08-03 13:24:11
IBMOLS-fon99950.9533.8922052830.09020398221540.02117077926610.117107249410.02084891523841.023384566710.1067284761160.8557224734130.03389120339464.776350.436131954322017-07-22 11:12:322017-08-03 13:24:11
ESPEA-naive99958.325.50149634410.1306284013840.05703205220340.1374467814070.03507430420071.210631261850.18599812920.8600586004490.030431984547310.26430.2610529488542017-08-03 13:24:002017-08-03 13:24:11
ESPEA-optimized-c99965.028.9282233340.153320746320.08819995488870.1502355228610.06195948148641.286010355480.2779972167980.8482451764510.037423130086110.64160.570876648122017-07-22 11:24:312017-08-03 13:24:11
Improved NSGA-III.2100000.00.00.1692733548180.106019783570.1342724706550.07521065858361.323868163630.3501148608360.7391643284710.04191165463477.28330.212731632272017-07-22 11:10:382017-08-03 13:24:11
NSGA 2100000.00.00.1820141130260.09391375779260.1486080353970.07408178392631.35199759910.3237843670670.7717360733610.04424012663169.505350.2739214783762017-07-22 11:14:342017-08-03 13:24:11
MEMO Improved99968.016.29982240780.1941465224870.07757734187140.1797992284820.0571280967121.413363201220.2465042418770.8497158377190.03519199761586.947850.3089982583842017-07-22 11:28:042017-08-03 13:24:11
SPEA 2100000.00.00.1964166859260.1078708311080.1870648426450.08213935894311.381546025880.3781224489510.8587223577510.023659129255826.110751.172746747692017-07-22 10:30:512017-08-03 13:24:11
Mocell99901.00.00.2111839022210.07563591825270.1575944681480.05725840391151.468389091570.238396661210.7373152596660.04449004321549.574550.7528060122672017-07-22 11:25:352017-08-03 13:24:11
NSGA-III-simple100000.00.00.2168207788710.1012609559930.194596811670.07297240989311.474173820910.3355363784070.8380201357730.039209254193618.085750.4737209788362017-07-22 10:36:432017-08-03 13:24:11
SMS-EMOA100000.00.00.219234960470.08692512355610.1759672603920.06306802851311.493765201880.2739790791150.7600628079140.04273712663429.7950.2643719469152017-07-22 11:20:402017-08-03 13:24:11
SPEA 2 no tournament100000.00.00.2629105176570.09339264852610.2152024905260.06902318055581.631426081140.2943640548610.7780241101350.038467746367324.5520.5962048394022017-07-22 11:19:392017-08-03 13:24:11
NSGA-III100000.00.00.2738615237760.09451454473450.2380141200590.07410021157951.665942529880.2979001567090.8291208552830.038504325433717.8490.5333257126652017-07-22 10:27:252017-08-03 13:24:11
IPESA II100000.00.00.298950502840.06874899003720.2223655238640.05939503836861.745020420130.2166897694240.7157586504190.03653823274967.288050.491281940172017-07-22 10:34:572017-08-03 13:24:11
NSGA-III-tournament100000.00.00.3124813607650.1027485716880.2626939935210.07981629642191.787668297310.3238529656310.8042296834080.039115594431917.27870.6046161113512017-07-22 11:27:182017-08-03 13:24:11
MEMO99971.416.69667473990.3365122580710.08766645564690.2872000514320.07147671714411.863411222310.2763156818750.8626770635650.03916245821796.51960.2723705680062017-07-22 11:15:202017-08-03 13:24:11
MIPESA II100000.00.00.3622517098350.08671983855670.283539748510.07020075899391.944539335830.2733320418410.7438648351010.03330376413657.16190.3887094571852017-07-22 11:17:222017-08-03 13:24:11
GPSOMOD-optimized100000.00.00.4903672215790.07309346533980.408481398990.0610587421792.348346296260.2303831102440.7850417618070.016443314613512.16170.411241010142017-07-22 11:16:362017-08-03 13:24:11
DEMO bin v2100000.00.00.5054603254330.0183226318840.4235571270890.01760636800122.395918212470.05775105752090.823556042690.023716414087882.915054.642140584682017-07-22 10:43:582017-08-03 13:24:11
GPSOMOD-naive100000.00.00.5314988538060.07036650848880.4560242278350.05801395571212.47798898480.2217880217780.8393919637110.01269828974668.51330.2247387020752017-07-22 10:33:022017-08-03 13:24:11
Elitism EA100000.00.00.5612370790640.01142480722520.4718302531530.01601575947072.571720822470.03600982126460.7712207355850.03947152891476.67810.2505383466812017-07-22 11:11:242017-08-03 13:24:11
PredatorPrey99915.8546.68627094490.585889613540.04630866506720.5108280349140.04604260689872.649423084110.1459601653820.878568535260.023146420614422.1486514.20349864712017-07-22 11:22:532017-08-03 13:24:11
Random Search100000.00.00.6054286880990.008049693026520.533697761740.007957112240242.711008244250.02537180727860.9130404701320.006459342753223.07580.0991164121522017-07-22 10:25:392017-08-03 13:24:11
la hillclimb jr99998.650.489360484930.6085695079760.00662437451310.5384461636820.00785048754822.720907786550.02087934943030.9349325539920.02083033033176.970450.6199362000282017-07-22 10:34:072017-08-03 13:24:11
MultisetGA99936.00.00.6092191191980.005956657790050.5378538635840.00610039839812.722955294540.0187747747620.9166462510540.00932106388849.214350.2824163173682017-07-22 10:28:262017-08-03 13:24:11
SLS15102196.05480.9747203120.6219562854410.008089932478020.5521871513750.008036101767112.76310153690.02549863790590.932161676580.006649367701263.445950.1673214602272017-07-22 11:23:242017-08-03 13:24:11
SLS15 SA202052.0644.7375639090.6222443571650.0051417985670.5520273473780.005332268806782.764009509450.01620642201820.9279162058860.0081240553423810.25310.9377655357282017-07-22 10:31:592017-08-03 13:24:11
moeavan300.00.00.6364821178320.006622543008270.5682979668790.006548081718312.808885471610.02087357671290.9456114164220.008736909500940.400650.06067885697842017-07-22 11:13:032017-08-03 13:24:11

wfg_bin2

Genotype: <Binary String> Objectives: 2

optimizerevaluations(avg)evaluations(dev)indicator_dominance(avg)indicator_dominance(dev)indicator_hypervolume(avg)indicator_hypervolume(dev)objective_f1(avg)objective_f1(dev)objective_f2(avg)objective_f2(dev)runtime(avg)runtime(dev)executedevaluated
GPSOMOD-optimized100000.00.00.1158792938540.02192532300150.06522627067830.0144528875840.04106922947770.0184044867540.7748648345280.13762761576911.768050.6426415449252017-07-21 12:42:142017-08-01 23:42:48
IPESA II100000.00.00.1202472775610.001320559090670.06185265886110.003508516128270.01473381939220.007445809967050.8029308681480.00671895162927.14770.2191152304392017-07-21 12:14:422017-08-01 23:42:48
MIPESA II100000.00.00.1205483355080.001441423777110.06259977893240.003806780432180.01466593431020.007224925997570.8044626388930.007333906301157.34520.2532164873652017-07-21 12:43:002017-08-01 23:42:48
Improved NSGA-III.2100000.00.00.120930772260.001281673818670.0674673515360.003671372127390.01330101478590.006564407890810.8064084617360.006521104926197.33940.1966574365962017-07-21 12:36:192017-08-01 23:42:48
SPEA 2 no tournament100000.00.00.1215224424040.001726227098590.06972676569190.004511537765750.01831174050330.008588916056060.8094188556710.0087829741645621.3740.8851048109212017-07-21 12:45:042017-08-01 23:42:48
GPSOMOD-naive100000.00.00.1219191055630.001519662532980.07558523581070.008857864592520.08205946861610.05485621757740.8114370618950.007731981948968.504051.440926144972017-07-21 12:12:532017-08-01 23:42:48
NSGA 2100000.00.00.1220533947960.002068606442260.06989601668110.005641344172620.01820865716170.01042721393040.812120320120.0105249865189.599350.2942496746862017-07-21 12:40:122017-08-01 23:42:48
SMS-EMOA100000.00.00.1227834756380.004917300441820.07063310388650.009171806732240.02147747446040.01949811689180.8158349421290.02501902720339.73660.3206067274472017-07-21 12:46:052017-08-01 23:42:48
Mocell99901.00.00.1298426951880.03565226110410.07106945694660.02627314942920.01808683088790.01700493721440.8517519677510.1813972729559.39030.3399826775772017-07-21 12:51:582017-08-01 23:42:48
DEMO bin v2100000.00.00.1299377328850.03451680783840.07803316305770.021666442350.02916297509630.01246459209340.8522355157380.1756201323380.40063.778206904142017-07-21 12:23:372017-08-01 23:42:48
Elitism EA100000.00.00.1335254488670.01161061733040.1485612063170.01930641928540.3942330899350.0743091525710.8401318850690.03430860396576.290750.2178456418762017-07-21 12:37:052017-08-01 23:42:48
NSGA-III-simple100000.00.00.1340323292280.03758643784230.09034038001010.03082492057190.07049533417750.03627983065530.8730686575210.19123828653518.26590.5120994866342017-07-21 12:16:282017-08-01 23:42:48
PredatorPrey99928.1533.17144459990.135373087920.01016890590780.1315102793480.03115181252370.2896797170830.158085313470.8548758709720.033956009492535.742120.90648046572017-07-21 12:49:252017-08-01 23:42:48
NSGA-III-tournament100000.00.00.1377437330240.04846626341320.08341015700720.03261123692050.01977203979740.01208588589950.891952131010.24659440218316.979050.9488830261782017-07-21 12:53:412017-08-01 23:42:48
NSGA-III100000.00.00.1405176686180.04824498915570.09097620355390.0338272813030.03568489828520.02712780881020.9060658039340.24546856764717.910250.5861645067282017-07-21 12:07:402017-08-01 23:42:48
Random Search100000.00.00.1516638699020.005891764435090.1287725408690.008071604080490.1870647581390.0372787534580.9627772285110.02997706087373.08080.102021463172017-07-21 12:05:532017-08-01 23:42:48
MultisetGA99936.00.00.1573991407710.009818762022810.1401724956860.007419178227190.2089490765390.03859977940250.9919580564070.04995746692039.28850.3204944370982017-07-21 12:08:412017-08-01 23:42:48
ESPEA-naive99961.6526.58902622870.1611024587190.06721630165390.10667479680.05215364651430.05739588120520.03888250676471.010800389430.3419938438837.326350.5013864225692017-08-01 23:42:262017-08-01 23:42:48
SLS15 SA201612.3424.2582505480.1671867208380.01530580271160.1690356972120.01238233009120.2994269048690.04468380733541.041756870790.077875309623410.28851.094914728722017-07-21 12:11:502017-08-01 23:42:48
SPEA 2100000.00.00.1682156223690.06999622387770.1121504799610.04911344354210.04930547979060.02997654091831.046991880460.35613797653522.337750.9610473385022017-07-21 12:10:452017-08-01 23:42:48
MEMO Improved99975.019.29821371610.1803243697820.05686662009440.1215496987390.03973224608560.04894605190570.03403772742951.10860070110.2893350796786.753250.2553070133242017-07-21 12:54:272017-08-01 23:42:48
IBMOLS-fon99963.0533.36634768590.1817010133110.06806738046910.1439961309320.04644403060340.1060665594460.04172630611231.11560500810.3463240987214.67890.3242383626122017-07-21 12:38:102017-08-01 23:42:48
DMLS+ds99981.212.91103159480.1822214359870.06159126652390.1459997697020.04359021122130.1179236992380.06466781075011.118252897780.3133738910043.88320.1067784721062017-07-21 12:35:332017-08-01 23:42:48
ESPEA-optimized-c99965.025.85384019120.2006857201410.08062707658640.1339433131230.05766154324460.05964316974380.04603941307951.212198434150.4102273282568.44370.2613839885562017-07-21 12:50:572017-08-01 23:42:48
DMLS99977.613.66670945650.2142381978050.07750674889520.1738485929350.04943450671170.1304929102990.05148326709691.281152896340.3943512262553.946050.1548868772262017-07-21 12:37:362017-08-01 23:42:48
MEMO99971.116.46015923690.2247917152220.07916376178930.1469383006580.05400039179380.04668611577590.03346419366321.33484876920.4027820413266.40560.1722361903412017-07-21 12:40:582017-08-01 23:42:48
SLS15101428.1494.4154336720.2326902396430.04545795405280.2121457270480.03175210098310.2966221492320.04846215101671.375036144310.2312882449513.01380.1076737763122017-07-21 12:49:562017-08-01 23:42:48
moeavan300.00.00.2419722174130.04950537077630.2652991616780.03909629612460.4292371846110.0694784048041.42226247450.2518813387230.394250.05994372360812017-07-21 12:38:412017-08-01 23:42:48
la hillclimb jr99998.550.5104177855340.436002699480.06425685911740.3420625139670.05413952198990.1123679378160.04889798440362.409481776360.3269363190866.0260.1580336406562017-07-21 12:13:552017-08-01 23:42:48

wfg_bin3

Genotype: <Binary String> Objectives: 2

optimizerevaluations(avg)evaluations(dev)indicator_dominance(avg)indicator_dominance(dev)indicator_hypervolume(avg)indicator_hypervolume(dev)objective_f1(avg)objective_f1(dev)objective_f2(avg)objective_f2(dev)runtime(avg)runtime(dev)executedevaluated
Mocell99901.00.00.01204922376490.002988388048480.008205646824380.00379843959940.01384110416430.007214365407930.01790235087190.0097824274538211.87530.4113815107272017-07-21 22:43:362017-08-02 23:30:02
ESPEA-naive99971.5523.4014731880.01619739158790.01095686915850.02562019510050.02012408698650.05443433375090.04118967241420.0623480410360.03956598336139.89980.2808134049882017-08-02 23:28:192017-08-02 23:30:02
ESPEA-optimized-c99959.033.3876750030.01639004942730.01092714678320.02683822479950.02142790009410.05487130008270.04128243327690.0636495423950.043954225911610.730650.6099185687672017-07-21 22:42:202017-08-02 23:30:02
MIPESA II100000.00.00.0218791103540.005021851383570.008257918990450.003308305819780.01068387514150.006141935153430.01448519926160.006928497650819.462150.7606769336382017-07-21 22:35:112017-08-02 23:30:02
IPESA II100000.00.00.02229030705370.007304843213350.01588748800410.002949273407230.04000930723910.01378573782380.06908506785520.01865031231929.48610.5194258875252017-07-21 21:52:432017-08-02 23:30:02
GPSOMOD-optimized100000.00.00.04477121070760.01112407125760.0406700002970.005058887930590.142358645250.0522826442910.1031464569110.039877984729912.57610.566504136652017-07-21 22:34:102017-08-02 23:30:02
DMLS+ds99986.412.75848530850.04479862496650.01257830069710.05455818567730.02261453612170.1036560398770.04914762461730.09383999550740.05471365901844.149650.1738127470952017-07-21 22:27:262017-08-02 23:30:02
DMLS99980.6513.42532955590.04642878713160.01232723722720.05587513095040.02139644493820.09117358234170.0402110890780.1042718556050.06135259108274.03520.1441857719822017-07-21 22:29:292017-08-02 23:30:02
IBMOLS-fon99958.522.90139044270.0548233149720.009440175512770.05440560405890.01715933703330.07477062478770.04287301638630.1001581789290.04036940505374.49860.4594618591352017-07-21 22:30:062017-08-02 23:30:02
NSGA 2100000.00.00.06126139180320.01535409287620.03464327031350.004896919721340.0385962512520.009931983433710.0591716603540.02416449948929.194550.3172061383562017-07-21 22:32:092017-08-02 23:30:02
MEMO Improved99958.022.94157338710.06351148368550.01318362931290.07432052647450.02237896022850.1891236471570.05331868747860.2475173942060.07305258071416.772050.1790029329372017-07-21 22:45:592017-08-02 23:30:02
MEMO99971.915.84762974140.06497180974740.01742307411310.06976513266480.01897375076910.1814766415150.03515198243050.2474058371220.05643822988436.372450.1516868224512017-07-21 22:32:542017-08-02 23:30:02
SMS-EMOA100000.00.00.06663239171720.02241939351510.04226367013770.009576530544680.0546804992990.01470800541180.1170588871280.0444053762559.36780.3338987555342017-07-21 22:38:292017-08-02 23:30:02
DEMO bin v2100000.00.00.06757513524210.0142317125550.05572733134460.01134593760390.1231644156950.04355764557990.1714159972410.071903917026181.284053.771979453472017-07-21 22:01:322017-08-02 23:30:02
Improved NSGA-III.2100000.00.00.06900583810710.01554599314330.0329483003580.004871625337030.03202656246620.01441109082880.04440484892290.01615980142117.21950.1817066751372017-07-21 22:28:122017-08-02 23:30:02
NSGA-III100000.00.00.07162084370070.02639681646730.04259318393250.01185984043750.05879535413950.0288709504980.08899662083140.034487716374117.545350.5719688319632017-07-21 21:45:052017-08-02 23:30:02
SPEA 2 no tournament100000.00.00.08048598130780.01789945981210.04380795338120.01098055233080.04691057522890.02565628724870.08682939663170.03669958947124.644950.5739926164022017-07-21 22:37:282017-08-02 23:30:02
GPSOMOD-naive100000.00.00.08414347720450.03684843113890.06834521295740.01526284764180.2793957145470.1400806523490.2221799290740.08183534224758.843250.4198287714872017-07-21 21:50:362017-08-02 23:30:02
NSGA-III-simple100000.00.00.08916322940980.02343491457970.07229762341160.01734761826410.1279479157760.07496755349610.2400673863930.15256838620417.99420.4538735738652017-07-21 21:54:292017-08-02 23:30:02
NSGA-III-tournament100000.00.00.09543975875180.03905633287010.0504447030410.01997677261820.05504179293980.03150486344990.08562634562050.035742113212616.7350.7081742277452017-07-21 22:45:132017-08-02 23:30:02
SPEA 2100000.00.00.1000915287860.03605367410870.07003244793630.02351666167550.09793681995790.05738786928140.1512253321280.09983342656524.196151.593831572532017-07-21 21:48:282017-08-02 23:30:02
Random Search100000.00.00.13088417880.01104764338680.1495308086410.009880853822470.4329152549870.0449022442020.6626307318230.05354127125843.011450.1502385734342017-07-21 21:43:212017-08-02 23:30:02
MultisetGA99936.00.00.1456757758470.009779571745580.1638571265520.01085750609370.4849574870970.05229797795960.694998258580.08982372921199.108850.2434076664882017-07-21 21:46:062017-08-02 23:30:02
la hillclimb jr99998.70.4701623459820.1489625156640.02860267268560.1923527777420.04453311854630.4814805999960.1172759292460.716337710320.1367547414777.53730.8190233015132017-07-21 21:51:412017-08-02 23:30:02
SLS15 SA201554.45373.96150590.1722257724120.01384693949060.1992080228710.01710356682720.5441622454980.07954474287620.8628076772370.090750220632410.47110.8943516263632017-07-21 21:49:332017-08-02 23:30:02
PredatorPrey99930.6542.11297462280.1875416308070.08772347947240.1369208479570.05279672955320.6317184687390.3437785687020.1907942857060.087222361842121.261211.59216887482017-07-21 22:40:392017-08-02 23:30:02
SLS15101172.9550.3777554410.2101136699810.01930320482320.2275261354310.01474686441540.5803817341430.08153917453621.085904907870.1076402994743.2180.1754206973332017-07-21 22:41:102017-08-02 23:30:02
Elitism EA100000.00.00.2312458795410.03301595870550.1459536685440.01907217073660.8023473995190.1280720123520.02269429443950.0240131900096.080250.1228820037362017-07-21 22:28:582017-08-02 23:30:02
moeavan300.00.00.2428376839990.02347927426560.2854894360730.02112381770550.7634001860110.1031741511681.192794097010.1636471329380.425250.05526765019342017-07-21 22:30:372017-08-02 23:30:02

wfg_bin4

Genotype: <Binary String> Objectives: 2

optimizerevaluations(avg)evaluations(dev)indicator_dominance(avg)indicator_dominance(dev)indicator_hypervolume(avg)indicator_hypervolume(dev)objective_f1(avg)objective_f1(dev)objective_f2(avg)objective_f2(dev)runtime(avg)runtime(dev)executedevaluated
MIPESA II100000.00.00.02076634416270.007959760597230.0155958246190.007230945114850.04947317473770.02595639257050.08780238249790.06422047558077.89230.759326023872017-07-21 00:05:132017-08-03 02:44:32
Mocell99901.00.00.02782227183850.01149163983340.02080941638720.008171270942930.06509169353870.03070445929360.1324810137040.07076742339810.55250.7563908416042017-07-21 00:13:442017-08-03 02:44:32
ESPEA-naive99963.826.3969695230.02981155433440.01203079921180.0235943713240.009189748793560.07193097807240.02822169015470.1454865561750.077521465233610.10040.3382976577862017-08-03 02:42:352017-08-03 02:44:32
ESPEA-optimized-c99959.032.75105462340.03614636355640.01090739494380.02695372956650.00806428012330.06351167877170.03149263949770.1873714576710.066113342243210.538050.4703324104462017-07-21 00:12:362017-08-03 02:44:32
Improved NSGA-III.2100000.00.00.044045577560.0103497736490.03626439016190.007882961347030.07033087928870.02303959774250.1760755653410.06968113246427.28080.2723715728272017-07-20 23:58:202017-08-03 02:44:32
IPESA II100000.00.00.04865204937670.0137742215310.03716952951680.008444636445250.1005829972010.0356531828670.2449726615960.08859127548339.359650.7485794459122017-07-20 23:22:422017-08-03 02:44:32
NSGA 2100000.00.00.05087182326910.01092977501710.03900949051960.009867088584570.0635120733130.0187721179710.1915934306130.08583402984339.23750.2477843926952017-07-21 00:02:132017-08-03 02:44:32
NSGA-III-simple100000.00.00.05801704714690.01743545717070.05111516680660.012940190220.1013731328560.03554148721530.2832343814650.11457510741517.967850.4852841028992017-07-20 23:24:282017-08-03 02:44:32
MEMO Improved99969.728.53824765030.05861194383160.01328838294670.05405338937750.009413977357250.1189790628560.02762948605040.2889928359210.08265445701996.8430.3215154903362017-07-21 00:16:132017-08-03 02:44:32
IBMOLS-fon99966.6522.88937928850.06276448221910.01820631999140.05730230805740.01160828514260.1012125622480.05155711184540.3198230350060.1108477448924.59340.4727127090142017-07-21 00:00:112017-08-03 02:44:32
DMLS+ds99980.2514.80353798390.06314799522550.01646502696430.0544171347220.01123122518920.1228080676650.04385270919550.3209730892540.1078412148984.093850.1562027275862017-07-20 23:57:342017-08-03 02:44:32
DMLS99983.013.26649916140.06579743931150.01956175459960.05705670833120.01342278497450.1310360781670.0434372688430.3415544411350.116893478774.159450.177477196462017-07-20 23:59:372017-08-03 02:44:32
GPSOMOD-optimized100000.00.00.06630379103590.02269358672080.06450096814680.01581541510210.1981438491480.05866998884320.2928836657270.14584179327612.543050.4916517247212017-07-21 00:04:152017-08-03 02:44:32
SMS-EMOA100000.00.00.0720421548040.02286853650670.05172663183880.01306549231530.08828892165070.01873516216940.2344375900730.1038221518529.566650.3035001560742017-07-21 00:08:302017-08-03 02:44:32
MEMO99971.314.67220788470.07386304883380.01584146743210.06452169883310.009863612545550.1447676666130.02464207589160.3843233439340.09065997514346.43970.2508306411232017-07-21 00:02:592017-08-03 02:44:32
NSGA-III-tournament100000.00.00.07890349137610.00203892655680.05927818479010.009719740958020.06604442915080.02113159371340.2261411276910.080092474038216.81030.9844146056362017-07-21 00:15:272017-08-03 02:44:32
NSGA-III100000.00.00.07995420944490.003019579306790.05942924138790.01115646475640.08639842935960.03082795884960.2070864435840.10465225916917.76510.9098905602212017-07-20 23:14:592017-08-03 02:44:32
DEMO bin v2100000.00.00.08592691021060.03901953841910.0683033775230.0230490185160.1189819489350.04932838975170.4329906066210.22292097413581.403353.130778586112017-07-20 23:31:402017-08-03 02:44:32
SPEA 2100000.00.00.1054156429620.02090563359930.06581848508020.01231478174860.1146074794070.05571858562380.1949062277360.1078414298925.719350.7914256473372017-07-20 23:18:232017-08-03 02:44:32
SPEA 2 no tournament100000.00.00.1085475861980.02337885291290.05894894006160.008083192575950.08085789141970.01782905493790.1551598225540.073443017908724.98580.5313058986072017-07-21 00:07:292017-08-03 02:44:32
GPSOMOD-naive100000.00.00.128889503830.03147341495730.1094307181770.01628456403090.2593444909750.06916813513450.6677969268310.1817593720588.968550.5400785006292017-07-20 23:20:352017-08-03 02:44:32
PredatorPrey99923.742.11650507820.138467970190.04367158563430.1208224240110.03468430827590.4228362386180.2177460661520.5543190136320.22459821184725.57148.535060536282017-07-21 00:10:592017-08-03 02:44:32
Elitism EA100000.00.00.1519085904730.0256135108550.07670318364340.009221529409270.5448680938060.0897047728280.04458751949960.05307071948366.03310.1485940779442017-07-20 23:59:062017-08-03 02:44:32
Random Search100000.00.00.2646717084540.01687614818840.1986333384980.009270174396990.3379338140780.03792608442731.397978987620.08904603323023.3260.1132584375852017-07-20 23:13:132017-08-03 02:44:32
MultisetGA99936.00.00.2798689243590.02853980108770.2129475825430.01381373032580.3769291334050.03550882655771.478166230440.150588632419.290350.152944873112017-07-20 23:16:002017-08-03 02:44:32
la hillclimb jr99998.650.489360484930.2813864774870.04128433701060.1893601665460.02267516006890.2532794557160.04921286325551.486173512950.2178344492067.401550.5372982583452017-07-20 23:21:402017-08-03 02:44:32
SLS15 SA201641.15418.8578800550.303686859670.03316480792530.2318886463610.01896911162790.4228203810150.0535838208261.603840207430.17499221715910.471851.157700273682017-07-20 23:19:312017-08-03 02:44:32
SLS15101454.15426.2447128860.4196062698140.04864294178850.2980606926070.02737716279050.4428238101840.05211127037182.215482362520.2566617075513.315950.1390317930322017-07-21 00:11:292017-08-03 02:44:32
moeavan300.00.00.4256339611810.05653600436650.3302617737110.02934339989740.628526826080.07422882899542.247287132180.2983090019910.402050.05188699766142017-07-21 00:00:422017-08-03 02:44:32

wfg_bin5

Genotype: <Binary String> Objectives: 2

optimizerevaluations(avg)evaluations(dev)indicator_dominance(avg)indicator_dominance(dev)indicator_hypervolume(avg)indicator_hypervolume(dev)objective_f1(avg)objective_f1(dev)objective_f2(avg)objective_f2(dev)runtime(avg)runtime(dev)executedevaluated
Mocell99901.00.00.01868481752740.009794627485750.01736621092750.006220878665440.2091465409630.006892668264220.1541741949670.05962332171412.037650.8019670077872017-07-21 21:08:342017-08-02 21:54:19
ESPEA-optimized-c99960.027.52988806450.02029729454730.01632368538880.01891273505490.01003478398850.2189293689160.008691583761510.1621889821460.097133522356310.73090.5681852829752017-07-21 21:07:182017-08-02 21:54:19
MIPESA II100000.00.00.02137370793250.01361305581020.01843116479360.009019807902290.2123971412220.002903782167490.1579450031710.08874416260749.247351.473852569752017-07-21 20:58:402017-08-02 21:54:19
ESPEA-naive99955.724.52088261480.02457538525190.01534378408870.02148756110910.00927315889750.2207492768890.007113091136380.1879853937350.091883814352710.327150.7820832688872017-08-02 21:51:212017-08-02 21:54:19
IPESA II100000.00.00.02539576570750.007497812143690.02467753690330.003860463162750.2426732766970.01195516623520.1700918584910.034472519743810.768250.6074166067952017-07-21 20:16:152017-08-02 21:54:19
MEMO Improved99956.125.86991750240.04148300948470.00699570138830.04433445856330.007514785073510.3170569612580.03147400967510.2309921086070.04869163912386.703650.1923169738252017-07-21 21:10:582017-08-02 21:54:19
NSGA 2100000.00.00.04535531685120.01043592609570.02777408659050.003823958259140.2233240811240.0137737821820.1323307574720.04305834203879.093150.2750447379882017-07-21 20:55:372017-08-02 21:54:19
DMLS+ds99970.914.05215847810.0471639407810.02396428705420.03836299959560.01337152345960.2057720375440.005125772626390.3187515259310.1373471699623.869050.2002481289752017-07-21 20:51:012017-08-02 21:54:19
IBMOLS-fon99957.933.39697433510.04922668999430.02299677788870.03831231120390.01652280482410.2069250950612.11235999856e-050.2956391685290.165634196094.63780.1320883277052017-07-21 20:53:342017-08-02 21:54:19
NSGA-III-simple100000.00.00.05060422532180.01375514322550.043540397460.01079291967530.2760589653670.05815709155340.2377900239690.091767944767117.808650.4531504078182017-07-21 20:18:012017-08-02 21:54:19
MEMO99968.219.71267292080.05131464115240.008805230834840.05458441873290.007082718933510.3551458971450.03191611787540.2862217645480.05548394190286.41950.2444257502162017-07-21 20:56:232017-08-02 21:54:19
Improved NSGA-III.2100000.00.00.05171883364620.01260035381030.02719112195650.005602797691870.2212900380350.0114125902940.1245247366920.05128021333247.14660.2016188172017-07-21 20:51:472017-08-02 21:54:19
GPSOMOD-optimized100000.00.00.05645912266120.02354333575920.04779083519940.01002997391630.379237331780.08141562497680.1714521758890.0392076888312.475250.4454037641942017-07-21 20:57:392017-08-02 21:54:19
DEMO bin v2100000.00.00.05739748326580.01157045642280.0574138336270.01133070020070.321353819770.04764149575140.3314665424230.10908766138181.0133.444632040542017-07-21 20:25:062017-08-02 21:54:19
SMS-EMOA100000.00.00.06340405943070.01928355079920.04179595685820.007086614700220.2473499476870.01917916848210.2069251198440.04441556409679.319950.3196421477712017-07-21 21:01:572017-08-02 21:54:19
DMLS99979.6512.08424376490.06810943816960.04208345376420.04988619627980.02385007892070.2062502747950.002987029438350.4356252743450.2409342827153.906950.1498980267422017-07-21 20:53:032017-08-02 21:54:19
NSGA-III-tournament100000.00.00.08076665183060.004950821345150.04954619315860.008044560494410.2265889408170.01420086262720.1934275883980.076755169177516.79360.5938250140982017-07-21 21:10:122017-08-02 21:54:19
NSGA-III100000.00.00.08188307231240.00183855022920.05489967650230.01095479419010.2349615113670.01669914012910.2275422947960.098393705281317.760950.5919463413632017-07-21 20:08:372017-08-02 21:54:19
SPEA 2100000.00.00.09714013205790.02173862343090.05522699413050.01464210441750.2806968498420.08347553001110.1758984528980.075241666122925.5511.40824227882017-07-21 20:12:012017-08-02 21:54:19
GPSOMOD-naive100000.00.00.100362149620.03458617440350.08004598547310.01388666184820.522091684210.1300638376530.3165806236130.07694590516628.473350.428657914772017-07-21 20:14:052017-08-02 21:54:19
SPEA 2 no tournament100000.00.00.1105384301570.02013325850550.05603843645240.008756755280210.25164722950.01674963562980.160224673350.063215035811924.43670.8213771555012017-07-21 21:00:562017-08-02 21:54:19
la hillclimb jr99998.70.4701623459820.138885523770.02129606262730.1261642991470.02160554997890.5607928091710.08254467282860.7982193201470.1789014388987.07530.2592749201342017-07-21 20:15:062017-08-02 21:54:19
Random Search100000.00.00.1551071492550.01006535254520.1672220592810.006921833132910.6743982960310.07182165682790.8653846820440.0714465795713.059650.1263159259872017-07-21 20:06:512017-08-02 21:54:19
MultisetGA99936.00.00.1747646780860.01631088294460.1838708643620.01322507395430.7652872221940.08293250001170.8976355516550.113945545429.034350.2470370257782017-07-21 20:09:382017-08-02 21:54:19
SLS15 SA201545.8363.8693519150.2048620288420.01259208530620.2190020892070.01398019336270.8533045430.08553116558771.111050854980.12978265507310.14930.5314582817712017-07-21 20:13:052017-08-02 21:54:19
SLS15101521.4655.8019919390.2296512297010.02234688177040.2411061106020.01958720068310.8896521226520.08269182007971.274748553290.2158379802933.162050.1033555310062017-07-21 21:06:082017-08-02 21:54:19
PredatorPrey99928.0546.44688534120.23783768660.0917521273380.1638637173680.04994614952861.000650667140.3286393837050.3974019075890.16528502419934.4718534.33885780872017-07-21 21:05:382017-08-02 21:54:19
Elitism EA100000.00.00.2766062000910.03153157917250.1482522672740.01559024488181.140531826290.1090399105330.1325673263460.04956962689395.924850.1964335363692017-07-21 20:52:332017-08-02 21:54:19
moeavan300.00.00.2901292146510.02196453233050.3091172764940.01868285924621.13828310290.1158121340521.489120253960.2037580254990.40850.04842085240232017-07-21 20:54:052017-08-02 21:54:19

wfg_bin6

Genotype: <Binary String> Objectives: 2

optimizerevaluations(avg)evaluations(dev)indicator_dominance(avg)indicator_dominance(dev)indicator_hypervolume(avg)indicator_hypervolume(dev)objective_f1(avg)objective_f1(dev)objective_f2(avg)objective_f2(dev)runtime(avg)runtime(dev)executedevaluated
MIPESA II100000.00.00.03239073193140.03046286916470.0189187980870.01320137273030.1372395644650.1224785548240.02461120303030.008207314747328.39720.6429769251812017-07-21 10:06:392017-08-03 01:04:25
IPESA II100000.00.00.03655659074950.01730764323960.02669770915590.009011989700610.1469956549340.07391513074020.08511843694840.028096911390310.08590.6188649967572017-07-21 09:24:252017-08-03 01:04:25
Mocell99901.00.00.05142437804850.0454230822060.02827315275670.02101146958970.2095995491670.1825919471230.02919236387560.020460441204711.74450.5852849508442017-07-21 10:15:512017-08-03 01:04:25
Improved NSGA-III.2100000.00.00.05618061174740.01524407734860.04179448880870.01625616342050.1602114063770.09670475746550.07633446627660.03624013401047.12320.199495310592017-07-21 09:59:462017-08-03 01:04:25
GPSOMOD-optimized100000.00.00.05804186036140.02385324957060.0481159354520.01289252149160.236628232990.09897581272870.14008135850.07398955582412.4750.4755693540662017-07-21 10:05:412017-08-03 01:04:25
MEMO99968.814.54430617480.06321372274420.02036642226120.07310132524150.02453618965970.2599975480940.07949645934740.2246024433290.07510094475186.372450.2558481200372017-07-21 10:04:252017-08-03 01:04:25
NSGA 2100000.00.00.07274650202840.0297687355850.05617432313560.02336275462510.2348195498470.1453814747020.08663208573950.04546694057339.164750.2786389618352017-07-21 10:03:392017-08-03 01:04:25
SMS-EMOA100000.00.00.07355225778160.02332636965990.05914514718440.01605536662250.2254412058310.1304309656310.1532120135570.0311366513499.4070.2733792430422017-07-21 10:09:562017-08-03 01:04:25
MEMO Improved99971.022.38890702770.07401329133430.02773282304240.07931594856570.02038243557690.2832808181570.1129674439180.197031765720.05295284164186.57990.3263128785952017-07-21 10:18:172017-08-03 01:04:25
DEMO bin v2100000.00.00.0769722863350.02470245579890.07518995271650.02918020922420.2863088586680.1178961617080.2307410048920.12770965122278.552954.157485556832017-07-21 09:33:052017-08-03 01:04:25
ESPEA-optimized-c99965.030.34884893330.08499393361170.04948938719840.05920290734630.02436380714640.3470327895390.190676232110.08227070406080.044696937889710.399550.5288893501832017-07-21 10:14:352017-08-03 01:04:25
ESPEA-naive99970.920.65990268480.08812505801520.04482038932250.05951400188670.02227058669760.3577694182130.1747618859770.08060083288760.0410746874889.544450.7925579158652017-08-03 01:04:042017-08-03 01:04:25
NSGA-III-simple100000.00.00.08959631620270.04694614708550.07727867005660.0293724298490.3529466181460.1913459001280.1784964963710.090747310756717.995650.3760446886942017-07-21 09:26:112017-08-03 01:04:25
IBMOLS-fon99955.3526.11971427260.09105214442910.03920968554140.07421411753270.02010191903220.35856893210.1634248639440.1171374763280.05148200666214.56070.3510630622612017-07-21 10:01:362017-08-03 01:04:25
DMLS99974.411.33415889670.09139844469230.0444365617830.07066060731120.01886307458270.3718523758360.1710072267910.09003757889090.04619247951473.893150.1695785099962017-07-21 10:01:022017-08-03 01:04:25
NSGA-III-tournament100000.00.00.09591361659730.02018410017480.07417888387580.02655707563290.2930966436090.1483696157190.09767797225710.073680816962816.691250.820990472092017-07-21 10:17:322017-08-03 01:04:25
NSGA-III100000.00.00.1047507649830.02487676396740.08799547460660.02371362244530.3252313782150.1643122286760.1187209269310.046096471235717.86360.5373483041752017-07-21 09:16:432017-08-03 01:04:25
GPSOMOD-naive100000.00.00.1081220466530.04238069301990.08563318216240.02517558419370.4241153290360.1766095950720.2806427974840.08269930177038.643750.3305117045462017-07-21 09:22:212017-08-03 01:04:25
DMLS+ds99980.6514.11335686880.1088694000440.04467341017170.07790520224440.01752372458070.438995637740.1720818314470.1011849112330.0337924584673.879750.1624308354832017-07-21 09:59:002017-08-03 01:04:25
SPEA 2 no tournament100000.00.00.1133418646370.01761087683290.07305675157850.02097543328360.2381346083940.09866836154620.08377011226590.04767553419324.581550.6875273372562017-07-21 10:08:552017-08-03 01:04:25
SPEA 2100000.00.00.1244050116640.02637872571980.09397598712810.02693438245620.3649074241570.1958295198310.1301030988670.059206941341825.61781.001953334352017-07-21 09:20:072017-08-03 01:04:25
la hillclimb jr99998.70.4701623459820.1780908926060.04181759817110.178167879470.04084900416050.6928273346180.1817653284460.6540175226750.1209856498237.0090.3089634623262017-07-21 09:23:232017-08-03 01:04:25
Random Search100000.00.00.1799893579590.0154388554250.1688934950810.009879777461040.7127807867850.05941404431670.676626138420.06590307552642.97460.1184933486922017-07-21 09:14:572017-08-03 01:04:25
MultisetGA99936.00.00.1956916289650.02363304649870.1805254775020.01564292376660.7732085451740.09094811975160.696642847230.1118088761289.074150.2581536211352017-07-21 09:17:452017-08-03 01:04:25
SLS15101189.3511.8070257230.2277371229960.03912230165330.2172290440310.02004659735620.8941405949260.1555965158590.8366990245780.1326233030073.068050.1491973172472017-07-21 10:13:282017-08-03 01:04:25
SLS15 SA201412.05428.0937520290.2406191472020.0309370130730.2168612102020.01588064463180.9461051418520.1190563040570.8146524983860.10386594430911.542851.478484831632017-07-21 09:21:182017-08-03 01:04:25
Elitism EA100000.00.00.3128936122790.04750639446550.187730417660.0224559118671.224242228630.1828210024910.1275393431290.05010412110985.925950.1843482045652017-07-21 10:00:312017-08-03 01:04:25
PredatorPrey99925.3538.16898024090.3138006664130.1053024847680.1999358692140.05465217883471.2277328860.4052403059970.2927907616760.10083990461533.723216.78467312322017-07-21 10:12:572017-08-03 01:04:25
moeavan300.00.00.3323277838380.03549261953210.3097245057710.02649886169571.287000747690.1764189509371.145724508570.2110297136880.426050.04179709760762017-07-21 10:02:072017-08-03 01:04:25

wfg_bin7

Genotype: <Binary String> Objectives: 2

optimizerevaluations(avg)evaluations(dev)indicator_dominance(avg)indicator_dominance(dev)indicator_hypervolume(avg)indicator_hypervolume(dev)objective_f1(avg)objective_f1(dev)objective_f2(avg)objective_f2(dev)runtime(avg)runtime(dev)executedevaluated
IPESA II100000.00.00.05436402178520.01433754060590.04098524227010.01025949242020.1917649574090.05393069194780.1668361493590.09071259275110.190050.9278683819442017-07-21 00:38:222017-08-01 10:15:55
MIPESA II100000.00.00.0634498597970.03655308316790.03264246070470.01857849002820.2364413365860.1460030732860.0189654806910.00915574368038.19770.6620739424442017-07-21 01:16:572017-08-01 10:15:55
IBMOLS-fon99956.4542.85038229890.0663591308390.02782758979890.04304843759290.0198773120950.2195768634240.1506251810690.01644693582920.007672092019374.65070.354098127942017-07-21 01:11:582017-08-01 10:15:55
Mocell99901.00.00.06989848060960.02987240312270.03568721552180.01378015222060.2698975485330.1107066608270.02510460098660.017842618756110.275250.9178748839752017-07-21 01:25:402017-08-01 10:15:55
DMLS+ds99980.6513.73537499730.07093399738230.03168545026720.04809316991370.01740631779260.2573262414160.1443356752510.0407175476530.03048313784894.22270.1756983359722017-07-21 01:09:222017-08-01 10:15:55
ESPEA-optimized-c99957.029.21787484620.0716916130290.03050028691850.04262324170290.01448550859450.2665455055060.1241799080070.07808604064850.07050902917539.89980.6111867317382017-07-21 01:24:302017-08-01 10:15:55
DMLS99978.114.39627144710.07185222746090.03412687233540.05130803990210.02849422364160.2543486779250.1422172085930.08325357180780.1762595748463.98880.1275232073822017-07-21 01:11:242017-08-01 10:15:55
Improved NSGA-III.2100000.00.00.07709224052730.0218401467650.05988418076340.01278122875150.242117342690.1069192583330.1971896954540.1728403779767.273850.1999900721222017-07-21 01:10:082017-08-01 10:15:55
ESPEA-naive99955.2529.03514204690.08399656420710.0223479903660.04677533040720.01162879221330.3221448268230.08282130431420.05624463972930.03625694690168.373650.5900716526522017-08-01 10:13:502017-08-01 10:15:55
NSGA 2100000.00.00.08509927537290.02117223051080.06241842151080.01197834741630.2785614369110.1047475404830.1601538445060.1913651619019.228550.2667757731842017-07-21 01:14:002017-08-01 10:15:55
NSGA-III-tournament100000.00.00.09179913120690.005844810432670.07918393226030.01501195343960.3354131571680.05562646193810.157625765830.1530058616316.600450.775300177862017-07-21 01:27:202017-08-01 10:15:55
NSGA-III100000.00.00.09772158014570.02563557179790.08695899288610.02454726317980.308182774490.09074060027160.2419714548480.26046110947517.02150.5668949127532017-07-21 00:30:412017-08-01 10:15:55
GPSOMOD-optimized100000.00.00.0978723387740.007559601718050.06928838010120.01438633113680.3678695361690.01436474090070.1648546415570.14100531250713.03890.3776988357492017-07-21 01:16:022017-08-01 10:15:55
SPEA 2 no tournament100000.00.00.09968571184530.01235829952280.08147723833110.01298149859640.3332863236650.04883597110490.1530448422350.13464895177423.43581.573073210732017-07-21 01:19:172017-08-01 10:15:55
SPEA 2100000.00.00.1079571344330.03358645684140.09404216696420.03095536794170.3468103221610.03042772760960.2571712932860.32821553011224.482450.5853978831352017-07-21 00:33:582017-08-01 10:15:55
MEMO Improved99950.920.18310914450.1189184705720.03366681978740.1139109466170.02334659359840.3619346366540.03127555275030.5646998784430.2579678184756.773350.3572863034482017-07-21 01:28:062017-08-01 10:15:55
Elitism EA100000.00.00.1231005513020.01040616381030.08036073086220.004164670472970.4670635941080.03856508104620.005665037162450.005792382013936.153650.1180130568162017-07-21 01:10:532017-08-01 10:15:55
GPSOMOD-naive100000.00.00.124044982910.04091571330620.1174552736490.02986337826620.3759849707570.01638408640640.587484068780.2982016888658.85790.4006137265432017-07-21 00:36:062017-08-01 10:15:55
SMS-EMOA100000.00.00.1356391376290.04514445502860.10919015610.03070186365120.3173478371890.07409995050090.519481048370.4411239373369.384350.332971829852017-07-21 01:20:182017-08-01 10:15:55
DEMO bin v2100000.00.00.136956340150.04117634897650.126768252670.03041475408160.353675574280.02035137699450.7027497464010.30339255968385.9555.314776382882017-07-21 00:47:532017-08-01 10:15:55
PredatorPrey99929.842.45939236490.137051476810.02970689754260.1554878476670.02114077044580.4422674203340.05381020484260.673813219610.22953149368526.112159.115211527272017-07-21 01:22:552017-08-01 10:15:55
NSGA-III-simple100000.00.00.1455016075380.06889651575790.1135939916620.04971060809910.3318111725420.06972174690480.5885482172970.55441736604717.23630.7836728707962017-07-21 00:40:052017-08-01 10:15:55
MEMO99967.818.71560002270.1710117143080.03794708550480.1470254382860.01932825252810.3546058194840.04409503415880.9393555775160.2083777276716.448050.1916272354562017-07-21 01:14:462017-08-01 10:15:55
Random Search100000.00.00.2337575194020.01701225473440.2038430918330.008335733517680.3747954006860.008400922342561.283909793280.09341889994893.132950.1013417745212017-07-21 00:29:012017-08-01 10:15:55
MultisetGA99936.00.00.2437912395680.01646025739720.2129966768640.008205976187810.3856371158250.009185850073321.339007669180.09038773301499.117950.2274169541892017-07-21 00:31:422017-08-01 10:15:55
SLS15 SA201597.9429.1239423460.2805515715620.026124202930.241581128560.0124067823760.4006731354530.014559282291.540868611790.14345507622910.223050.727198262622017-07-21 00:35:032017-08-01 10:15:55
la hillclimb jr99998.80.4103913408340.291699559670.02393139540690.2396040004790.01308983759470.3999483820530.01932281745491.602085234870.1314137760146.888250.3284664326362017-07-21 00:37:082017-08-01 10:15:55
SLS15101445.1535.687448150.3453615188030.03592983895240.2767533171340.01968576071280.4032109707010.01494333480611.896757591330.1973004803113.367950.1904008168382017-07-21 01:23:262017-08-01 10:15:55
moeavan300.00.00.361256008370.05668028640880.3061115198920.02796979400960.4606524795250.03899485058371.98403853990.31124680930.415650.04780472890062017-07-21 01:12:292017-08-01 10:15:55

wfg_bin8

Genotype: <Binary String> Objectives: 2

optimizerevaluations(avg)evaluations(dev)indicator_dominance(avg)indicator_dominance(dev)indicator_hypervolume(avg)indicator_hypervolume(dev)objective_f1(avg)objective_f1(dev)objective_f2(avg)objective_f2(dev)runtime(avg)runtime(dev)executedevaluated
Mocell99901.00.00.05528495077110.01314983586240.05101393607960.01503996589870.4024042460420.07194210363050.1835192578740.0734450428978.753150.2307389217282017-07-21 17:49:442017-08-01 19:12:54
MIPESA II100000.00.00.06135583386970.01659638021660.05993213521790.01875275697380.4358118950470.0632678070550.2040241946560.1236345594856.36340.2278590053432017-07-21 17:40:492017-08-01 19:12:54
Improved NSGA-III.2100000.00.00.07340102417810.01389318257350.08808114663820.01546203808920.4624726343970.04498466340630.3293468059850.07512758258746.32470.1142882321152017-07-21 17:33:562017-08-01 19:12:54
NSGA 2100000.00.00.07987436492570.01489410317480.09797306786120.01960115061810.4701918288130.05611815635090.3990223834160.09683427501959.489250.2562104141442017-07-21 17:38:012017-08-01 19:12:54
ESPEA-naive99950.721.53357231960.08308337187990.02187091897370.08819261177780.02391791131430.4546648342950.07783031993370.3790400406120.1161178455266.468750.1336676455752017-08-01 19:12:422017-08-01 19:12:54
ESPEA-optimized-c99963.026.1775315470.08641034235950.02465633172980.09024731151860.02734632168430.4667173850390.09312157526260.3779328600760.1353163894177.372950.2238724907292017-07-21 17:48:432017-08-01 19:12:54
SPEA 2 no tournament100000.00.00.08778091791650.02877224203070.1003365391190.02337716068020.4484007985250.06829383342750.3921802955040.13496820822717.559251.105180188932017-07-21 17:42:352017-08-01 19:12:54
IPESA II100000.00.00.08819521814710.01289992034580.09393601151790.01358156090810.5327644952590.04061252997570.426528670020.1149037289236.443650.2803113447582017-07-21 17:21:402017-08-01 19:12:54
NSGA-III-tournament100000.00.00.08933264377180.02477130529260.09659156577550.02668685770040.4657434563650.06743349365350.3098475793220.10348906166216.36070.7361650344152017-07-21 17:51:182017-08-01 19:12:54
NSGA-III100000.00.00.0995275461250.02985019270770.1190105173710.02932822689730.4982275789370.05904223221360.443014047690.12274612078816.28570.8273283635012017-07-21 17:14:562017-08-01 19:12:54
DMLS+ds99982.010.77521522560.100231874070.0291039876040.1041242915750.03732045319830.5041866520230.09113994006910.3272450355080.1628364646853.567450.1582122075932017-07-21 17:33:102017-08-01 19:12:54
GPSOMOD-optimized100000.00.00.1108081174440.04096544086810.07677100486490.01766769759760.6476607528890.1552348913050.1645019799160.050790189546312.38830.475969934922017-07-21 17:40:032017-08-01 19:12:54
SPEA 2100000.00.00.1117640601050.03191240707630.1250171117050.02716255122520.4807066584110.08226310999020.5285758499550.15078934562717.979750.8841856125092017-07-21 17:17:442017-08-01 19:12:54
DMLS99980.614.97506699750.113274696690.03745988419650.1130618878860.04190406163630.4947165272830.1048993986710.3721618532890.1867296944825.28311.451199899182017-07-21 17:35:222017-08-01 19:12:54
IBMOLS-fon99946.333.34682183230.1134200659960.03953746032580.1145893548150.03336657909890.4442403523360.09060156549880.3944443195250.181203242954.9270.4410171258162017-07-21 17:35:592017-08-01 19:12:54
DEMO bin v2100000.00.00.1163288262970.0286560210760.1385281914390.02558392501070.5119582722830.06515895594930.6017021880220.16454729385267.057854.821671126282017-07-21 17:29:162017-08-01 19:12:54
NSGA-III-simple100000.00.00.1229157002950.03447352837460.1407520230770.03870361523260.5956505430450.1297367728950.5947891704240.23646807959316.334650.7552784272252017-07-21 17:23:172017-08-01 19:12:54
SMS-EMOA100000.00.00.1240418687830.03440262801020.1426954855980.0340015180060.5529675595840.05767282387810.6081724032180.2532990848879.66020.2214817564072017-07-21 17:43:362017-08-01 19:12:54
MEMO Improved99974.715.87152365580.1414840361640.02164796827220.129188544740.01811472359030.7627541575970.08226435875220.3906436581750.1175055489646.811450.2128202787632017-07-21 17:52:042017-08-01 19:12:54
GPSOMOD-naive100000.00.00.1496769667560.06304690037010.1298984097560.03261195522270.7540575200370.2719054119160.4715062491610.1767109939438.663750.2464845196382017-07-21 17:19:542017-08-01 19:12:54
MEMO99973.515.22981839750.1614064340270.02559594985640.1435262751980.02996579416640.8246808498840.1003053048110.4641057594130.2105689088666.3890.2010731733792017-07-21 17:38:472017-08-01 19:12:54
PredatorPrey99928.637.89931258920.1806435029310.06352133344330.1764549233670.043000969110.8342485483190.3048914043180.444686049980.18666901645439.3865535.63107103352017-07-21 17:47:262017-08-01 19:12:54
Random Search100000.00.00.2431767197340.01367675855360.2530546683560.01027476416690.6899066752010.05056174960161.327285320770.07822617586163.060650.1540452001342017-07-21 17:13:192017-08-01 19:12:54
MultisetGA99936.00.00.2624417613270.01192734187330.2731811205540.01127472315360.7570540216940.03829535540591.438317108050.08986001533189.155850.3000796867852017-07-21 17:15:572017-08-01 19:12:54
Elitism EA100000.00.00.2717620784730.111465662560.2512566861020.1102782752370.8692471122110.0679860254421.158902519040.982343714884.92390.4776037666252017-07-21 17:34:392017-08-01 19:12:54
SLS15 SA201593.75458.5853390130.2811174577350.03120928216670.2993342105150.01817606161050.8209373440.05961032811471.561078788460.18184063770210.97030.9875962897762017-07-21 17:18:512017-08-01 19:12:54
SLS15101369.2479.3105355340.357127332360.03760064747630.3405197849470.01871995502940.834219554370.06077045573231.992472275770.2095269651223.21550.2029102731442017-07-21 17:47:572017-08-01 19:12:54
moeavan300.00.00.3591161752810.02689746708170.3853067476220.01597717085171.053005138610.1023640488722.003554963150.1498842446970.433850.07447590567642017-07-21 17:36:302017-08-01 19:12:54
la hillclimb jr99998.550.5104177855340.4011083207840.08536274801250.3651886350960.0527648492150.9378501842780.2491575049052.165731422570.574833472025.741650.5976831826662017-07-21 17:20:532017-08-01 19:12:54

wfg_bin9

Genotype: <Binary String> Objectives: 2

optimizerevaluations(avg)evaluations(dev)indicator_dominance(avg)indicator_dominance(dev)indicator_hypervolume(avg)indicator_hypervolume(dev)objective_f1(avg)objective_f1(dev)objective_f2(avg)objective_f2(dev)runtime(avg)runtime(dev)executedevaluated
Mocell99901.00.00.0250916911680.007888240257960.01793553727680.005010433683960.06019227398030.01399621147570.2559823684370.0537887230111.530750.7333069921512017-07-20 17:17:162017-08-03 13:43:35
MIPESA II100000.00.00.0263521124960.005942838267070.01953890337070.003710430375870.05902226444320.009429980369050.2675432477320.03441252641388.655150.8213701181882017-07-20 17:08:162017-08-03 13:43:35
ESPEA-optimized-c99966.026.832815730.02865349487210.008172210680060.02381185135280.007472756085980.07841377652550.02886476142330.2807969987940.047545566153110.82750.5924337404662017-07-20 17:16:002017-08-03 13:43:35
ESPEA-naive99962.029.66479394840.03175537360460.01507577955130.0260383771620.01213117382250.1003221714030.07768189676980.2811621991590.04259892749949.773250.6440430579752017-08-03 13:42:112017-08-03 13:43:35
IPESA II100000.00.00.03484570637480.005353544551850.02789423719660.00447486284750.08379783607040.0277916105980.3167261483210.03100016945089.240950.7408383213772017-07-20 16:25:242017-08-03 13:43:35
Improved NSGA-III.2100000.00.00.04119293997420.006007876566080.02976448782780.005567604987010.07160322978050.04542912213280.2672724544960.02096033443977.474350.235202997432017-07-20 17:01:202017-08-03 13:43:35
MEMO Improved99972.618.85233477090.04128145555450.006485432300880.04044799178770.007346766406880.1201892660070.04930889396130.3281119846670.04381063814217.15340.2080570265962017-07-20 17:19:432017-08-03 13:43:35
IBMOLS-fon99959.7537.66175639470.0415443953860.0144627731010.0421497689890.01026976783240.1194003393160.08353575204720.3102781738730.04562307144734.37680.6363223777472017-07-20 17:03:142017-08-03 13:43:35
GPSOMOD-optimized100000.00.00.04438529296050.009384046842720.05010060627520.009480554224740.1689192084590.05682221761840.3589935641610.058699019552912.701950.4822565898162017-07-20 17:07:182017-08-03 13:43:35
NSGA 2100000.00.00.04625367135640.01034247334440.03022625848880.004285312517760.06404940993880.0212768766820.2646691453480.02290698009569.40690.2303770136562017-07-20 17:05:162017-08-03 13:43:35
NSGA-III-simple100000.00.00.04804722695520.0153460077640.04241483629490.01129498890560.1165065380580.09223256921270.3352236353550.058586041123318.152850.5295766208672017-07-20 16:27:102017-08-03 13:43:35
MEMO99977.215.37462023490.04913005880180.009701644581370.04502586029020.006787675950520.1168741470770.03171227183980.3647440289660.05971443166.72530.1849552150632017-07-20 17:06:022017-08-03 13:43:35
DEMO bin v2100000.00.00.05479374511080.01796562972880.04618441625150.01598637684320.15055335140.1101880948240.3276931052870.075764619905286.088053.482861459312017-07-20 16:34:402017-08-03 13:43:35
SMS-EMOA100000.00.00.05627888564940.01739892004810.04174317137970.01144569136320.1225609256860.09189308843640.298616826190.03614113806179.65840.3067343098552017-07-20 17:11:362017-08-03 13:43:35
GPSOMOD-naive100000.00.00.06125156236950.01095137230250.06379505166880.01126056871120.2026896357420.08447534479660.4578463960880.06179746012829.120350.2399123249942017-07-20 16:23:152017-08-03 13:43:35
DMLS99975.612.77085497690.06191244603930.02608570405730.05578614598570.01971997930010.1813156405660.1289125057750.4106400760270.1507365121224.33740.185240213892017-07-20 17:02:372017-08-03 13:43:35
DMLS+ds99978.1513.44100168570.06834701961930.03302155849630.05989286258260.02287490148440.2133031056250.1616597559150.4256344552370.1299517726584.28920.1200533214872017-07-20 17:00:342017-08-03 13:43:35
NSGA-III-tournament100000.00.00.07125813641840.002278476265960.04916463543970.007498499423650.07611651757870.02888625867570.3071276665520.061668265127117.27390.5837501177732017-07-20 17:18:572017-08-03 13:43:35
NSGA-III100000.00.00.07410856906660.005815309307540.05294016500570.01230616694420.1148723139410.1041764719760.2963359482310.042776667227617.882050.4407012922012017-07-20 16:17:362017-08-03 13:43:35
Elitism EA100000.00.00.08813879553310.03184190513680.06347617799110.01575374298680.3869286821670.1222427416760.2366690920810.04357738693126.304950.2014096310352017-07-20 17:02:062017-08-03 13:43:35
SPEA 2 no tournament100000.00.00.08962143474930.02199969975650.04831796718910.01438447194880.09216462004690.0761265903060.27350203210.052183586482924.9030.6935944515052017-07-20 17:10:352017-08-03 13:43:35
Random Search100000.00.00.1022133940710.01586398340650.09284927986460.01072467822640.1936213568730.04845899531620.706824654810.09186178783083.352550.1153126071532017-07-20 16:15:492017-08-03 13:43:35
SPEA 2100000.00.00.1025766932070.01652636070970.06056575959360.0125420529450.1146470083670.0810495409490.3262152378770.053568276251526.231550.9737463451732017-07-20 16:21:052017-08-03 13:43:35
MultisetGA99936.00.00.1131292736970.01700552362930.1058675853860.01365174335840.2387916831490.07236508989110.768040001790.09743272542189.44150.2074513259342017-07-20 16:18:372017-08-03 13:43:35
la hillclimb jr99998.80.4103913408340.1157769956580.01047138816970.1234581271280.01523414978950.3989432470790.0969952181020.7623191778170.09325781352687.189550.8507473169922017-07-20 16:24:212017-08-03 13:43:35
PredatorPrey99934.941.59820340250.1196346957060.07045896480980.1026913058540.04081291339350.4796041446570.3023396552570.4003712432790.0712228986828.287218.87905771962017-07-20 17:14:232017-08-03 13:43:35
SLS15 SA201453.2349.9408371050.1258243908380.01149003396130.133313632750.01259605479240.3900503813160.08985292243590.8329001808180.086565571193310.92660.820865679122017-07-20 16:22:112017-08-03 13:43:35
SLS15101470.4502.0302360360.1390867379190.0150593040140.1362446542170.0154239874640.3240390811870.1137249705580.920342987650.08720222120483.48420.1656555081142017-07-20 17:14:532017-08-03 13:43:35
moeavan300.00.00.2048548367610.02489789764630.232453335870.02083683125520.5944784985750.09181562731181.297617076240.1408125723210.426850.07306109555852017-07-20 17:03:452017-08-03 13:43:35

zdt1

Genotype: <Double String> Objectives: 2

optimizerevaluations(avg)evaluations(dev)indicator_dominance(avg)indicator_dominance(dev)indicator_hypervolume(avg)indicator_hypervolume(dev)objective_f1(avg)objective_f1(dev)objective_f2(avg)objective_f2(dev)runtime(avg)runtime(dev)executedevaluated
PredatorPrey99929.237.1506180440.008699261947140.03006893673320.004618593214080.01406263341980.002379180872460.005459013263894.71998996445e-061.03585856045e-0536.9785523.62812479252017-07-11 22:40:002017-08-02 22:59:43
ESPEA-optimized-c99967.029.21787484620.0803280673320.0003282385616660.02251593485851.3490256771e-050.00.00.0002831051023734.86070685217e-059.10430.4233535414432017-07-13 09:43:292017-08-02 22:59:43
Mocell99901.00.00.08040615867920.0004568413130070.02256895999473.13143729755e-050.00.00.0002757147917850.000101721497119.621050.242898608912017-07-11 22:41:222017-08-02 22:59:43
ESPEA-naive99965.3526.29643762150.08048525647450.000301480705670.02251790740911.06772053144e-050.00.00.0002986044106576.37378328258e-057.995750.5379015635832017-08-02 22:58:152017-08-02 22:59:43
MIPESA II100000.00.00.08049884357550.0005842880715440.02308049839280.000132769482180.00.00.0003892649728298.95198808347e-057.297850.5642780459652017-07-11 22:33:262017-08-02 22:59:43
IPESA II100000.00.00.08108298052210.0007832897099070.02285538162667.21532320834e-050.00.00.0005905062026170.0001237853822347.919850.592554885312017-07-11 22:12:352017-08-02 22:59:43
Elitism EA100000.00.00.08187825361650.001217195805330.05023556069130.004669908053970.004540083786550.00477092701170.2495712364520.04248616538564.585050.1527848418362017-07-11 22:21:352017-08-02 22:59:43
IBMOLS-fon99921.4556.08496843370.08219978645050.001367576194850.02373363575041.75642142768e-050.00.00.00.04.128450.1671376599352017-07-11 22:22:372017-08-02 22:59:43
DMLS+ds99975.9511.0046640830.08240500989230.001799657742530.02372933907181.45875076578e-050.00.00.00.03.2450.1597007069162017-07-11 22:20:272017-08-02 22:59:43
la hillclimb jr99998.150.3663475485330.08275186039420.001595178188550.03175776597250.02054932847960.0139668812910.04181454249290.01353446013770.03403405605665.63860.1792564760632017-07-11 22:11:442017-08-02 22:59:43
MEMO Improved99985.223.82744989340.08325698496880.003356614857270.026237670010.001345373805960.000229035682990.0003553935132670.02015100845090.0166984462524.373850.5473250044782017-07-11 22:43:272017-08-02 22:59:43
DMLS99984.859.343024417350.08332500441150.001662624068770.02372683932777.85781501833e-060.00.00.00.03.179450.1238022510642017-07-11 22:22:062017-08-02 22:59:43
DEMO bin v2100000.00.00.08484644467240.005503341259870.02555660360730.000507049102640.00.00.0007012929136360.00025801000965163.96312.133729250822017-07-11 22:19:412017-08-02 22:59:43
SPEA 2100000.00.00.08534612166550.008357986439340.02652795784750.001208310434060.00.02.05432376974e-071.48605829399e-0721.26660.8286292041042017-07-11 21:47:012017-08-02 22:59:43
NSGA 2100000.00.00.08572085931260.005701191518890.025445322270.0006485169111760.00.02.15520118407e-056.16005412896e-066.971350.2210354282152017-07-11 22:30:562017-08-02 22:59:43
GPSOMOD-naive100000.00.00.08595561158880.001562545309180.03876935911080.007635895312050.0004474530999480.0007691041749770.1424801506050.08555341391765.785450.5084414239412017-07-11 21:48:482017-08-02 22:59:43
SMS-EMOA100000.00.00.08644773167870.006976871831290.0253278662860.0006551616418850.00.01.30159683036e-056.1195784001e-067.210750.3286354363122017-07-11 22:36:132017-08-02 22:59:43
MEMO99969.016.30627906180.08645019467630.006210476225220.02786008065150.00161795588360.0001959729421950.0003065460064070.02822135168120.02054980025764.9940.60233798872017-07-11 22:31:362017-08-02 22:59:43
Improved NSGA-III.2100000.00.00.08723323215550.00884457856870.02551302843920.0006309740411510.00.02.27656008253e-058.27768154653e-064.62420.604081346912017-07-11 22:21:042017-08-02 22:59:43
moeavan-optimized100000.00.00.08779637674090.007148352282250.03778684805190.0136149875850.00.00.1152655486240.113915553501259.025257.91415934212017-07-11 22:10:562017-08-02 22:59:43
GPSOMOD-optimized100000.00.00.08813516856140.006329114505060.03280721739530.005059171205030.0003323870215980.0003773269798360.07372449499590.0593770510389.81770.3500944383872017-07-11 22:32:372017-08-02 22:59:43
SPEA 2 no tournament100000.00.00.09098925851620.008894850782030.02602930170470.0009327541873490.00.03.73989061328e-051.69166529172e-0520.909050.7682715032022017-07-11 22:35:272017-08-02 22:59:43
NSGA-III-simple100000.00.00.09412824191150.01596922216430.03037261108170.007129887475140.00.00.03358419343070.076596387649715.58790.3952962779592017-07-11 22:14:062017-08-02 22:59:43
moeavan100000.00.00.1004951250630.02011159017660.1213101538190.03420389704980.04475297621650.03605443965360.6443112575710.17584412586675.84853.252346060112017-07-11 22:29:372017-08-02 22:59:43
NSGA-III100000.00.00.1022160296860.001077478198690.04281752637650.000506517226110.00.00.0001129165380772.51973883545e-0515.300250.4445587848172017-07-11 21:44:142017-08-02 22:59:43
NSGA-III-tournament100000.00.00.1024226963280.0009843851817940.04295751228330.0004636508882540.00.05.64385028374e-051.79006394113e-0514.89980.3098012265952017-07-11 22:42:532017-08-02 22:59:43
Random Search100000.00.00.3027298842350.009799352781980.3053242310230.007911009240256.25091898152e-066.76050005774e-061.780699864510.07653945289572.03670.3057611899232017-07-11 21:42:432017-08-02 22:59:43
MultisetGA99936.00.00.3148044605480.01571803869580.3329432555340.02378831052120.00.01.972479252410.1897236817635.89450.2508563228962017-07-11 21:45:002017-08-02 22:59:43
SLS15 SA201745.5401.7643325970.3492092776070.01958975798540.3956931199220.02170346462520.002465382506520.007683725486642.330853590510.2028039629148.731751.142822124352017-07-11 21:48:002017-08-02 22:59:43
SLS15101390.25324.8704802650.3658184815240.0223998560720.4192311092980.0160871327480.002976258287150.005804324888732.481447384550.1482038987811.80230.3377925398822017-07-11 22:40:212017-08-02 22:59:43

zdt2

Genotype: <Double String> Objectives: 2

optimizerevaluations(avg)evaluations(dev)indicator_dominance(avg)indicator_dominance(dev)indicator_hypervolume(avg)indicator_hypervolume(dev)objective_f1(avg)objective_f1(dev)objective_f2(avg)objective_f2(dev)runtime(avg)runtime(dev)executedevaluated
PredatorPrey99938.937.18927406210.000222830853090.0003149499855277.04754327204e-050.0001395001731170.0001233873667820.0002484802393426.20630244942e-061.19446646013e-0535.239920.7456978342017-07-11 19:42:132017-08-02 22:48:57
Mocell99901.00.00.128136154510.0002772046578650.04593330389633.48668340039e-050.00.00.0003072657795650.0001607113310419.7020.8620254606082017-07-11 19:43:382017-08-02 22:48:57
MIPESA II100000.00.00.1282640323090.000397010704970.04621430821418.78759902655e-050.00.00.0001552695999166.41963976191e-055.771650.6188542277982017-07-11 19:36:032017-08-02 22:48:57
Elitism EA100000.00.00.1284737326210.0005658073704250.1385527734810.002828003671980.00.00.914869010410.02234900852224.187850.1975311501082017-07-11 19:23:432017-08-02 22:48:57
DMLS+ds99975.212.64744617450.1291407738490.001185889949530.04706942742958.24953091193e-060.00.00.00.03.809250.1707398374882017-07-11 19:22:322017-08-02 22:48:57
IBMOLS-fon99945.5540.64023803290.1292708011550.001208026388690.04742916251290.001391370227150.00.00.004209669202360.01682217803694.061350.1919285160242017-07-11 19:24:442017-08-02 22:48:57
DMLS99973.8512.55838994040.1296743343740.001318138465510.04707260941051.60525694703e-050.00.00.00.03.573550.3509049166462017-07-11 19:24:142017-08-02 22:48:57
la hillclimb jr99998.150.3663475485330.1299227466210.001158901576850.05830833363630.0217546488220.0139668812910.04181454249290.05205515767120.1288322124375.6090.2074986366472017-07-11 19:13:562017-08-02 22:48:57
MEMO Improved99976.314.13133881990.1299917091230.001965663158830.04791287846590.0002163696722050.00.00.002539902915220.001777873395774.284650.4995956549262017-07-11 19:45:432017-08-02 22:48:57
NSGA-III-simple100000.00.00.130498849930.003044594883090.04874069064660.0007517697552210.00.00.0002374118527330.000536309356815.575550.449996897652017-07-11 19:16:142017-08-02 22:48:57
Improved NSGA-III.2100000.00.00.1306220707670.002582945955510.04833485889750.000449344159940.00.03.36600200471e-051.16879290898e-054.87640.5037247995532017-07-11 19:23:122017-08-02 22:48:57
MEMO99974.418.22202253490.1308607309260.002348138036920.04815203029990.0004257492106410.00.00.003851122091360.003340638153484.833950.814816768232017-07-11 19:34:162017-08-02 22:48:57
DEMO bin v2100000.00.00.1308658722190.00243946200070.04899311812260.0007375636276610.00.00.001420667180060.00040959193685263.37974.352878588992017-07-11 19:21:462017-08-02 22:48:57
SMS-EMOA100000.00.00.1310564098590.00253193867110.04856137318910.0005042357123090.00.01.91538200766e-056.37951529593e-067.44280.2356133317652017-07-11 19:38:472017-08-02 22:48:57
moeavan100000.00.00.1314649681020.002534285337360.1109907987640.0215226438440.00.00.6497000704850.2206255141783.050954.575982902472017-07-11 19:32:152017-08-02 22:48:57
IPESA II100000.00.00.1317001296060.01449259939870.05464763192590.03714315653250.00.00.07215913971370.3161452735976.213451.240187102822017-07-11 19:14:432017-08-02 22:48:57
NSGA 2100000.00.00.1319222010020.002700876803870.04856783848670.0007479931727050.00.02.8793736419e-051.10397606041e-057.30090.2329214685822017-07-11 19:33:332017-08-02 22:48:57
SPEA 2100000.00.00.1321573699720.003455063427280.04880003844140.0005614165010490.00.04.9312432489e-064.07551029161e-0621.11290.753527556862017-07-11 18:47:442017-08-02 22:48:57
GPSOMOD-optimized100000.00.00.1323804222930.001362588055710.06295649511970.01269460427862.77111886597e-055.32855035045e-050.147306422240.142336804259.482150.2857675306592017-07-11 19:35:172017-08-02 22:48:57
GPSOMOD-naive100000.00.00.1337465970530.001915296615670.0786953601370.02541017468292.04901696002e-056.21876574556e-050.3060358561250.2657047800095.90590.2125501550722017-07-11 18:49:172017-08-02 22:48:57
SPEA 2 no tournament100000.00.00.1341185010920.003185749860350.04916664329510.0008558932231770.00.07.67559978683e-052.49284064624e-0520.383150.7220186814172017-07-11 19:38:012017-08-02 22:48:57
moeavan-optimized99369.951410.511347180.1351608693710.0042342615630.1350678454190.03283833544430.00.00.8549201342160.322833909912273.505418.39001301742017-07-11 19:13:102017-08-02 22:48:57
NSGA-III-tournament100000.00.00.1364692437631.68581829364e-060.05398241544880.0001864599591830.00.00.0001048545932482.25565528534e-0514.92510.6149883096882017-07-11 19:45:092017-08-02 22:48:57
NSGA-III100000.00.00.1364714018591.50857427417e-060.05410679935619.74960553377e-050.00.00.0001346197371113.10798404781e-0515.20550.3877636963552017-07-11 18:44:572017-08-02 22:48:57
ESPEA-optimized-c99956.029.45111918170.279681465820.1317605131030.2697037121720.1913266302260.00.01.674446678931.425430845063.817553.364398303522017-07-13 14:38:052017-08-02 22:48:57
ESPEA-naive99966.6528.39991660480.2815575231710.1359361394710.2717601638560.1952559700841.20621211835e-075.39434458381e-071.688157109351.450084867363.30632.733939419112017-08-02 22:47:532017-08-02 22:48:57
Random Search100000.00.00.4516949344830.01760683778440.5079256527460.01409376742836.25091898152e-066.76050005774e-063.296411834870.1224160672251.9010.4368124974112017-07-11 18:43:262017-08-02 22:48:57
MultisetGA99936.00.00.4861971075780.02473592552390.5444631378080.02892409573430.00.03.540870901680.2152962174346.28780.2357216467292017-07-11 18:45:432017-08-02 22:48:57
SLS15 SA201494.1451.3494270110.5523955490210.03157718797340.6266282193270.03019402459020.001704592753910.005308037474374.047966535630.2313983167166.69470.6273239824422017-07-11 18:48:302017-08-02 22:48:57
SLS15101335.5483.8842293030.5647337461380.03109167623720.6449900838660.02701640931070.001991656889590.006758820238714.138381111070.2278404762081.697650.3618544742382017-07-11 19:42:342017-08-02 22:48:57

zdt3

Genotype: <Double String> Objectives: 2

optimizerevaluations(avg)evaluations(dev)indicator_dominance(avg)indicator_dominance(dev)indicator_hypervolume(avg)indicator_hypervolume(dev)objective_f1(avg)objective_f1(dev)objective_f2(avg)objective_f2(dev)runtime(avg)runtime(dev)executedevaluated
DMLS+ds99971.912.31131272660.08267052734241.31387512687e-070.03406449818160.01470639295480.00.0-0.5431797919190.1751955482133.544250.2083205715392017-07-11 18:11:142017-08-03 14:00:53
DMLS99981.712.53248410710.08267091525798.33377858189e-070.03208393202210.01787132672070.00.0-0.5774172453290.2145480194643.73480.2310706431062017-07-11 18:13:022017-08-03 14:00:53
IBMOLS-fon99914.7575.4933771930.08267446019117.27047174134e-060.02890965130290.01679343452790.00.0-0.5989719019890.1928951416014.32340.2180664794822017-07-11 18:13:332017-08-03 14:00:53
SPEA 2100000.00.00.08267703907719.42499595663e-060.01425148075170.0001417156365320.00.0-0.7733522679679.04495419774e-0618.96620.4493010478282017-07-11 17:34:362017-08-03 14:00:53
SMS-EMOA100000.00.00.0826794988142.70331714345e-060.01409891169320.0002774114823340.00.0-0.7733205345922.22483667165e-057.458450.3950190501742017-07-11 18:27:272017-08-03 14:00:53
NSGA 2100000.00.00.08268336568454.8291057262e-060.01413104161270.0002383978533980.00.0-0.7732793402913.52078258978e-057.220250.2641380968562017-07-11 18:22:012017-08-03 14:00:53
Improved NSGA-III.2100000.00.00.08268543789525.05579228025e-060.01411490805410.0002643676805860.00.0-0.7732665521772.81071883442e-055.216250.1474502146132017-07-11 18:12:002017-08-03 14:00:53
MEMO99970.718.00906204640.08268675817481.39500525124e-050.01374292556540.0001193264974430.00.0-0.7728742442480.0010199888745.60050.2485540288612017-07-11 18:22:472017-08-03 14:00:53
SPEA 2 no tournament100000.00.00.08268733465326.17587568812e-060.01426532735070.0002181584590010.00.0-0.7732589870294.11724601063e-0520.86890.5209208344742017-07-11 18:26:382017-08-03 14:00:53
NSGA-III100000.00.00.08269754845048.36190614602e-060.01415489963510.000106758119080.00.0-0.773191953314.93265045898e-0514.134351.015753766012017-07-11 17:32:042017-08-03 14:00:53
MEMO Improved99972.515.89273253310.08270601466551.30961323886e-050.01369625202677.9845607314e-050.00.0-0.7728253442250.0002496443461394.47310.7489180898222017-07-11 18:34:202017-08-03 14:00:53
NSGA-III-tournament100000.00.00.08270817044228.80393843918e-060.01418915373660.0001393393241840.00.0-0.7732151799894.47837020717e-0515.55550.4115550100732017-07-11 18:33:442017-08-03 14:00:53
NSGA-III-simple100000.00.00.08271106564872.11034730695e-050.01408263573940.0001819030806220.00.0-0.7730664674260.00015540688109415.64090.5701766946812017-07-11 18:04:462017-08-03 14:00:53
ESPEA-naive99951.327.25532299530.0827194214881.32005366158e-050.01244774822338.91456528592e-060.00.0-0.7729909380638.63145275025e-056.69220.1697681390982017-08-03 13:58:322017-08-03 14:00:53
ESPEA-optimized-c99953.029.21787484620.08272077300261.48246700425e-050.01245053112629.53193896785e-060.00.0-0.7729662660378.77206751378e-0514.71553.144304466642017-07-12 15:44:452017-08-03 14:00:53
Mocell99901.00.00.08282139843425.34242786126e-050.01256176193434.43700510764e-050.00.0-0.7726224451480.000258488258189.81950.3700909561032017-07-11 18:32:122017-08-03 14:00:53
IPESA II100000.00.00.08288254719615.41935753276e-050.01277874849515.26018121557e-050.00.0-0.7719511135080.000406492993287.641850.3533686423112017-07-11 18:03:152017-08-03 14:00:53
MIPESA II100000.00.00.08289432178394.21312477358e-050.01290384249618.13627249437e-050.00.0-0.7723886819240.0002090179779887.289050.5507924888642017-07-11 18:24:372017-08-03 14:00:53
DEMO bin v2100000.00.00.08305307639428.998708806e-050.0142177217950.0001829877285070.00.0-0.7713624704290.00051637067129464.028855.071825003992017-07-11 18:10:282017-08-03 14:00:53
GPSOMOD-optimized100000.00.00.08490135584640.001531032637860.02061908830790.006141289444740.0007196312717830.000805890065459-0.705734933970.07290084123579.784650.3197927412692017-07-11 18:23:482017-08-03 14:00:53
GPSOMOD-naive100000.00.00.08670943458870.002583517485130.02600438944290.008611149736470.007737234941630.0114578107832-0.6835709051590.1030931468517.265852.171316100412017-07-11 17:36:342017-08-03 14:00:53
PredatorPrey99941.935.61031784250.1248648157250.05267031764260.1050732901490.04557331995040.00290300860310.006748614421491.05422468402e-052.44912651304e-0532.7781520.86556571882017-07-11 18:30:412017-08-03 14:00:53
la hillclimb jr99998.150.3663475485330.1580993132780.03064925595750.145512948260.02838389738230.00.00.5072771511650.248267061176.39230.4882243983642017-07-11 18:02:222017-08-03 14:00:53
moeavan-optimized98869.052204.885424280.2062465948990.07552804008560.2092304962540.1132300437120.207164616330.25606115964-0.1065516695310.258831933782289.5522512.59251811652017-07-11 18:01:312017-08-03 14:00:53
Random Search100000.00.00.2561426891950.008469767749810.2921706380640.00763889035396.25091898152e-066.76050005774e-061.161108965170.08733218892792.065450.3945134878622017-07-11 17:30:422017-08-03 14:00:53
Elitism EA100000.00.00.2579065047980.01961656783160.1212575425540.008568369903120.009171729361590.0115452552806-0.7733683141731.32842273726e-064.38430.2295584090332017-07-11 18:12:312017-08-03 14:00:53
moeavan100000.00.00.2766073729620.04654513532190.3336051964020.05201879508060.5615764959590.0944973147968-0.2091553402980.31409915365979.62.310297611272017-07-11 18:20:422017-08-03 14:00:53
MultisetGA99936.00.00.2766235926750.0200390342830.3225042954530.01897949744350.00.01.397070473250.138271216265.66720.2233023911532017-07-11 17:32:502017-08-03 14:00:53
SLS15 SA201483.35455.0674068060.3187876414860.01306386878620.3793181071480.01814164312410.0001091069375210.0003907965535681.73732855490.1775008182148.731951.203256960572017-07-11 17:35:322017-08-03 14:00:53
SLS15101297.5513.6711522280.3335252734590.01989315839160.3991440904510.02303535964450.0005974481704040.002497617645721.868020120160.2529371662652.352850.1665492735692017-07-11 18:31:122017-08-03 14:00:53

zdt4

Genotype: <Double String> Objectives: 2

optimizerevaluations(avg)evaluations(dev)indicator_dominance(avg)indicator_dominance(dev)indicator_hypervolume(avg)indicator_hypervolume(dev)objective_f1(avg)objective_f1(dev)objective_f2(avg)objective_f2(dev)runtime(avg)runtime(dev)executedevaluated
DEMO bin v2100000.00.00.003503876313230.002588435577360.002903600317960.002585470212350.00.01.66545735371.3819422099666.621752.839493614512017-07-11 23:29:572017-08-03 14:35:19
Improved NSGA-III.2100000.00.00.004741750866970.001107450367230.004053673958630.00117287711870.00.02.27980588140.6278238711025.62930.1884175374562017-07-11 23:31:292017-08-03 14:35:19
SMS-EMOA100000.00.00.006090193462430.001935721157330.005438736286510.002026022209070.00.03.021335226391.084560733337.608750.4812514251522017-07-11 23:48:232017-08-03 14:35:19
NSGA 2100000.00.00.006864077412220.001835869109920.006116155260760.002009968171150.00.03.383278270951.076253996097.56770.4312171390992017-07-11 23:43:062017-08-03 14:35:19
SPEA 2 no tournament100000.00.00.007814225056360.001606487970890.005717356399980.001359358669640.00.03.159923333240.72482489866519.945851.096150742372017-07-11 23:47:342017-08-03 14:35:19
Mocell99901.00.00.00918547930780.002783925865880.009168392449520.003082229577760.00.05.022993116191.652026644569.90620.3529588614762017-07-11 23:50:492017-08-03 14:35:19
GPSOMOD-optimized100000.00.00.01020392042240.0001090704639830.01057996093630.0003524064629950.002793359283720.004372827453485.711114789720.2149946949669.286150.3358101398112017-07-11 23:44:532017-08-03 14:35:19
GPSOMOD-naive100000.00.00.0113647013830.000557581397040.01305990134040.001805888553070.01945824533410.03455654404446.597142322240.3488687571095.14230.6013502438592017-07-11 22:58:112017-08-03 14:35:19
NSGA-III-tournament100000.00.00.01227368159420.002998942644510.01009380173230.002949583777060.00.05.482157067251.5764799432915.37160.4501602521682017-07-11 23:52:212017-08-03 14:35:19
NSGA-III-simple100000.00.00.01276176041380.002236983350590.01310621368050.002585021885220.00.07.14064482861.3901670966315.79720.5864630468012017-07-11 23:24:032017-08-03 14:35:19
moeavan-optimized99677.61441.816631890.01286366915040.003695600593750.01524057921810.007440296191610.06101429142390.1237907202255.977370422371.70447344937267.0388512.4380625472017-07-11 23:20:552017-08-03 14:35:19
IPESA II100000.00.00.01291788977940.003130676697850.01328995294360.003614318023660.00.07.234693699761.94679626596.93550.7807874230542017-07-11 23:22:292017-08-03 14:35:19
MIPESA II100000.00.00.01331832495830.001883648861580.01371617716610.002135999383740.00.07.459640033251.145237779536.868250.3235859724692017-07-11 23:45:392017-08-03 14:35:19
MEMO99975.114.29722092980.01349986293950.002450524000830.01465296039190.002696810349420.00.08.000869886491.449000080525.597850.1749385681652017-07-11 23:43:522017-08-03 14:35:19
DMLS99975.6513.36639541220.01381523434430.002608195959250.01414290102480.002941341013940.00.07.687044502691.576861598584.32860.2123639874322017-07-11 23:32:302017-08-03 14:35:19
MEMO Improved99973.114.14920492470.01389370994270.003004132394120.01508674974440.003305521979690.00.08.233752461481.776349906994.41350.4992699406982017-07-11 23:52:552017-08-03 14:35:19
IBMOLS-fon99933.048.63721771820.0144044255550.002035862901910.01501102893810.002340492481220.00.08.157457710181.256015181455.910050.2853322117332017-07-11 23:33:162017-08-03 14:35:19
la hillclimb jr99998.10.3077935056260.01497642732980.003137011719270.01624543169620.00354886523370.01361530817210.04056390065338.454795011781.930877856476.39730.2319119842122017-07-11 23:21:422017-08-03 14:35:19
DMLS+ds99979.6513.66237630560.015049151840.00208178199680.0155438097280.002366752119970.00.08.438078839261.269030276734.11170.217345492612017-07-11 23:30:432017-08-03 14:35:19
SPEA 2100000.00.00.01535014816040.002837301987310.01444744221520.003221778583110.00.07.835722952371.7275357742220.24191.156416556712017-07-11 22:56:412017-08-03 14:35:19
NSGA-III100000.00.00.01605296584240.00363658441170.01385219618650.003618450445490.00.07.491876460711.9354876749615.60560.4664047711232017-07-11 22:54:002017-08-03 14:35:19
moeavan100000.00.00.02211727428370.005955811243440.03068385603020.01511372799450.1931123329180.25970031736811.3799830342.575649361894.6565510.6114554462017-07-11 23:41:442017-08-03 14:35:19
Elitism EA100000.00.00.02375810550320.005471204450320.008838455591730.002279593492510.006745204755880.008901687620173.152906925250.9563269809754.39120.1317048534452017-07-11 23:31:592017-08-03 14:35:19
PredatorPrey99944.9538.47825770210.04168582652780.01820396964530.0319567024720.02266061978690.0008349772296670.0016371925204315.736907560912.89465238967.61826.894859783322017-07-11 23:49:182017-08-03 14:35:19
ESPEA-optimized-c99963.028.48822471420.09521115623550.05818612089820.1044292466120.06413574988793.91912955607e-091.75268802e-0856.262000138834.48662381512.33271.787502818552017-07-12 13:36:592017-08-03 14:35:19
ESPEA-naive99961.6520.15015998370.1177731412740.07047305708710.1292738102810.07761530696061.54634506915e-116.91546538256e-1169.619420001941.72964020662.00691.47656072292017-08-03 14:35:142017-08-03 14:35:19
MultisetGA99936.00.00.2180236997750.01365519006050.2404410149830.01467957249190.00.0128.9362518468.074343075296.49660.291844118452017-07-11 22:54:462017-08-03 14:35:19
Random Search100000.00.00.2202998116330.01536905375060.2428646323770.01677246369996.25091898152e-066.76050005774e-06130.2821216549.087754339272.4690.1276578486262017-07-11 22:52:292017-08-03 14:35:19
SLS15 SA201632.65415.1612590940.2590245046170.02667749040410.2866294907630.02847233515750.0009904724226780.00403771735899153.18011540215.7744571086.93840.4317730154172017-07-11 22:57:272017-08-03 14:35:19
SLS15101219.55377.0001361160.2850736315380.02685462513490.3152484877250.0291483119910.003012093875030.00530537460878168.5830198415.8791972532.283350.1312523784252017-07-11 23:49:482017-08-03 14:35:19

zdt5

Genotype: <Binary String> Objectives: 2

optimizerevaluations(avg)evaluations(dev)indicator_dominance(avg)indicator_dominance(dev)indicator_hypervolume(avg)indicator_hypervolume(dev)objective_f1(avg)objective_f1(dev)objective_f2(avg)objective_f2(dev)runtime(avg)runtime(dev)executedevaluated
MEMO99969.517.99268857360.02763216700680.006800355854230.012719172370.00388502316351.00.03.586223834070.5287310835944.4080.421342965692017-07-11 21:23:182017-08-01 19:22:36
ESPEA-optimized-c100000.00.00.03024699160680.006327821514340.006830695822410.002647336136211.00.01.698387096770.07920617709194.575950.1153710147852017-07-12 12:40:292017-08-01 19:22:36
Mocell99901.00.00.03145498365180.003591486807830.008238957331760.001858934401611.00.01.736612903220.06748090219977.00060.3507418303812017-07-11 21:36:052017-08-01 19:22:36
NSGA-III100000.00.00.03145498365180.003591486807830.01066995676550.005836199003051.050.223606797751.882988330320.11247122468916.345650.9039099439892017-07-11 21:06:122017-08-01 19:22:36
DMLS99977.613.63200568320.03225806451611.42383098656e-170.008821283189060.001640338259061.00.01.746774193550.05156513069243.001650.1310280303482017-07-11 21:20:272017-08-01 19:22:36
DMLS+ds99972.3510.86895627580.03225806451611.42383098656e-170.00909556047460.001402810889311.00.01.761290322580.04365672244472.959450.1714395627742017-07-11 21:18:392017-08-01 19:22:36
ESPEA-naive100000.00.00.03225806451611.42383098656e-170.006776787186110.001831056816131.00.01.696774193550.05478375354714.58190.09645009617742017-08-01 19:22:332017-08-01 19:22:36
IBMOLS-fon99900.1570.45362416440.03225806451611.42383098656e-170.008188337699440.001813218890791.00.01.797415647010.06743051101764.246450.1665344835482017-07-11 21:20:572017-08-01 19:22:36
IPESA II100000.00.00.03225806451611.42383098656e-170.01111849582780.002843486735361.00.02.073036733380.1536179970084.06880.09397121619772017-07-11 21:10:322017-08-01 19:22:36
Improved NSGA-III.2100000.00.00.03225806451611.42383098656e-170.01208656665450.001363887696811.00.01.835096403410.05993693331885.20330.1305611774332017-07-11 21:19:252017-08-01 19:22:36
MIPESA II100000.00.00.03225806451611.42383098656e-170.01141819935990.00295474787411.00.02.591289309410.220580253384.011250.1014307515922017-07-11 21:24:502017-08-01 19:22:36
NSGA-III-simple100000.00.00.03225806451611.42383098656e-170.01136495419220.005178947208921.050.223606797752.300213294660.32601506338616.444450.5590831286462017-07-11 21:12:062017-08-01 19:22:36
NSGA-III-tournament100000.00.00.03225806451611.42383098656e-170.01071487927860.001797347005221.00.01.852169091470.058862424283315.23980.4694244628432017-07-11 21:37:372017-08-01 19:22:36
NSGA 2100000.00.00.03225806451611.42383098656e-170.01408367213330.007039817387481.10.3077935056261.857943217330.05422568191166.414050.1231569281342017-07-11 21:22:452017-08-01 19:22:36
SMS-EMOA100000.00.00.03225806451611.42383098656e-170.01426447459110.006699700215441.10.3077935056261.899802293550.06639865909816.491450.2529750299722017-07-11 21:26:222017-08-01 19:22:36
SPEA 2100000.00.00.03225806451611.42383098656e-170.01482712780480.001958232282591.00.03.568395346320.3826486773274.927550.4569852554342017-07-11 21:07:372017-08-01 19:22:36
SPEA 2 no tournament100000.00.00.03225806451611.42383098656e-170.01142352815740.001986142410011.00.01.779032258060.05758622097625.899650.1976877588522017-07-11 21:25:362017-08-01 19:22:36
MEMO Improved99962.518.56850757830.03226893074534.85952542111e-050.02079141005620.002421654967651.00.04.618959842660.3796419072584.56130.6189446110752017-07-11 21:38:132017-08-01 19:22:36
DEMO bin v2100000.00.00.03387096774190.007213122508080.02089723048030.01375196493651.40.5982430416162.252622197450.15627850769166.76023.198111492082017-07-11 21:17:532017-08-01 19:22:36
GPSOMOD-optimized100000.00.00.03599666014990.004388831013450.040953583240.004180301804371.10.3077935056263.510891801810.4757910512679.45140.2628708708412017-07-11 21:24:192017-08-01 19:22:36
Elitism EA100000.00.00.06129032258070.02066849275860.06789170861270.01928297063382.90.6407232755174.317221503990.1753880139414.04280.1148076652492017-07-11 21:19:552017-08-01 19:22:36
GPSOMOD-naive100000.00.00.06390198565190.001967950994790.06031934858880.003957199290811.40.502624689954.423844269770.5663270182046.24110.1906735706032017-07-11 21:09:142017-08-01 19:22:36
Random Search100000.00.00.1179646155660.01550336178180.1409812385430.01564518297464.60.5982430416164.205105136080.1732371484322.14610.2873920666962017-07-11 21:04:352017-08-01 19:22:36
MultisetGA99936.00.00.1318801193250.02328401079510.1526490003610.02562944031174.950.9445132413884.364784139370.1066230517976.646550.1953871931912017-07-11 21:06:582017-08-01 19:22:36
SLS15100606.15447.5812510770.1612903225810.03139769441250.1863488274120.02846790243616.00.9733285267855.126319676510.2804639729911.983850.3547214288782017-07-11 21:35:202017-08-01 19:22:36
SLS15 SA200839.9281.1816981390.1629032258070.02448885982310.1849259771480.02287108292946.050.7591546545164.469418700870.1269035079867.116350.4967401390962017-07-11 21:08:262017-08-01 19:22:36
la hillclimb jr99998.70.4701623459820.1758064516130.02663154669290.1719693946160.02751747114266.450.8255779474822.155544770050.0991480371494.282850.1396568256382017-07-11 21:10:002017-08-01 19:22:36
PredatorPrey99955.6534.92891277110.180645161290.07789891090270.1907478423080.07999249978646.552.502104377482.372763508270.57689308516597.828515.22898970112017-07-11 21:34:522017-08-01 19:22:36
moeavan300.00.00.2354838709680.0211918285590.2603830365590.02079592098678.30.6569466853325.119813624780.2809060928920.380750.05188943204442017-07-11 21:21:282017-08-01 19:22:36

zdt6

Genotype: <Double String> Objectives: 2

optimizerevaluations(avg)evaluations(dev)indicator_dominance(avg)indicator_dominance(dev)indicator_hypervolume(avg)indicator_hypervolume(dev)objective_f1(avg)objective_f1(dev)objective_f2(avg)objective_f2(dev)runtime(avg)runtime(dev)executedevaluated
PredatorPrey99947.444.32463969630.1341376793020.01522159804090.1571691502260.06474325916490.08968963845990.1192971485191.142136361460.35960446075536.93117.36989479112017-07-11 20:53:122017-08-01 10:03:50
DEMO bin v2100000.00.00.1403876544615.69532394626e-170.1624020417880.02991945274620.2807753188155.69532394626e-170.2779073236280.43205890684770.23575.68141819862017-07-11 20:33:432017-08-01 10:03:50
ESPEA-naive99945.7524.7978670560.1403876544615.69532394626e-170.1411144949023.74906783088e-050.2807753188155.69532394626e-170.0001959159227680.0003739839366947.38480.5635546580692017-08-01 10:02:002017-08-01 10:03:50
IPESA II100000.00.00.1403876544615.69532394626e-170.1579352398850.004211521108660.2807753188155.69532394626e-170.2027746856980.05026177261363.851650.4327769907062017-07-11 20:26:012017-08-01 10:03:50
Improved NSGA-III.2100000.00.00.1403876544615.69532394626e-170.1440720712780.0004527996035070.2807753188155.69532394626e-170.01367124753850.001351832902845.280850.1508468289012017-07-11 20:35:152017-08-01 10:03:50
MIPESA II100000.00.00.1403876544615.69532394626e-170.1552032218160.00466470984470.2807753188155.69532394626e-170.1658855003470.05584093917553.65720.1505042751622017-07-11 20:47:082017-08-01 10:03:50
Mocell99901.00.00.1403876544615.69532394626e-170.1613496878820.003744967864770.2807753188155.69532394626e-170.24087657660.04450586554156.25250.222870153372017-07-11 20:54:222017-08-01 10:03:50
NSGA-III100000.00.00.1403876544615.69532394626e-170.1477474025970.001245254841690.2807753188155.69532394626e-170.006821894002370.0010570857996214.74930.3715863716272017-07-11 19:55:362017-08-01 10:03:50
NSGA-III-simple100000.00.00.1403876544615.69532394626e-170.1436811600410.0005259694293820.2807753188155.69532394626e-170.006105543427740.00075073036673415.27530.521182269362017-07-11 20:27:322017-08-01 10:03:50
NSGA-III-tournament100000.00.00.1403876544615.69532394626e-170.1469241013240.001569822317580.2807753188155.69532394626e-170.010764550290.001348767500614.001050.8031136430692017-07-11 20:55:502017-08-01 10:03:50
NSGA 2100000.00.00.1403876544615.69532394626e-170.143799137450.0004198084842830.2807753188155.69532394626e-170.01201968822060.001123027876357.00130.1477017264622017-07-11 20:44:512017-08-01 10:03:51
SMS-EMOA100000.00.00.1403876544615.69532394626e-170.1439132869910.0007825633263210.2807753188155.69532394626e-170.003207732744580.0004071251372287.16810.2312100662532017-07-11 20:49:342017-08-01 10:03:51
SPEA 2100000.00.00.1403876544615.69532394626e-170.1434428684240.0005232476025160.2807753188155.69532394626e-170.00511591987620.00094308369463719.41290.5212008300682017-07-11 19:58:142017-08-01 10:03:50
SPEA 2 no tournament100000.00.00.1403876544615.69532394626e-170.1459323565310.00135050841540.2807753188155.69532394626e-170.01440489132970.0017531590524716.48680.7389898938132017-07-11 20:48:482017-08-01 10:03:51
MEMO99966.616.45536226790.1403876549471.07449892735e-090.1425991949150.0006099904849480.2807753192446.37718421121e-100.001355039570360.0004138928144615.40360.1149587569062017-07-11 20:45:362017-08-01 10:03:50
MEMO Improved99968.314.75804865150.1403876561983.04183405444e-090.1424941683730.0001539287567770.2807753205383.76985996646e-090.004068800002830.001097650030614.315850.6027666280532017-07-11 20:56:242017-08-01 10:03:50
Elitism EA100000.00.00.1403878637664.16351395908e-070.1421165940590.0004867505032760.2807753508024.39367612312e-080.0008944307233857.79578839414e-054.28630.1690839405372017-07-11 20:35:462017-08-01 10:03:50
IBMOLS-fon99942.737.48276797060.1403893915052.62056375046e-060.1416910957231.66587250833e-050.2807787929035.24112750123e-062.56286103451e-121.09017524048e-114.15060.1139170520022017-07-11 20:36:472017-08-01 10:03:51
moeavan-optimized97180.04022.68506820.1555175206930.06766102895440.1644161999960.09090677144170.2807753189895.81455189769e-100.2304355730781.03053921167292.925913.4819352662017-07-11 20:24:412017-08-01 10:03:50
la hillclimb jr99998.050.223606797750.1579971931790.053837781030.159829001620.05496596599380.3159576837180.1076878975430.00.06.28740.1731140177972017-07-11 20:25:292017-08-01 10:03:50
ESPEA-optimized-c99948.028.58044970370.1609830779440.0921055338670.1666866534320.1142206970680.2807753188156.70817967966e-130.2878016941091.28474040687.350051.685112380292017-07-13 13:54:362017-08-01 10:03:51
DMLS+ds99977.815.29912278190.1625277159540.05621650807380.1519267879330.02598680063780.2807808918311.061200387e-050.00.04.02650.3146117908592017-07-11 20:34:292017-08-01 10:03:50
moeavan100000.00.00.173070919350.03451031432150.2926348890910.04019961146290.2807788410427.90299874444e-061.719170740630.47506616002974.996052.167245704752017-07-11 20:43:322017-08-01 10:03:50
DMLS99976.6511.90433357630.1793463232830.06990515792750.1574739054370.02893211783570.2807796982268.72926376985e-060.00.03.65190.3456089819742017-07-11 20:36:172017-08-01 10:03:50
GPSOMOD-optimized100000.00.00.2086064326220.00466237278060.3299699336050.00418988733670.2807753188771.26142771326e-102.170329482490.04850706172698.98920.3123662829712017-07-11 20:46:372017-08-01 10:03:51
GPSOMOD-naive100000.00.00.2335698939650.004838620064280.3530578603360.004056332653750.2807753188576.42807187766e-112.430047917130.05034072846164.57340.7734431833662017-07-11 19:59:412017-08-01 10:03:51
Random Search100000.00.00.7079397309950.008342807177020.8094981952370.005276389188840.2807754077681.93494773323e-077.36536477180.08679809225041.844150.29066371872017-07-11 19:54:052017-08-01 10:03:50
MultisetGA99936.00.00.7219893111340.01183023065060.8236109962530.01178653119660.2807754989632.6847771778e-077.511535805970.1230810480916.334050.2105462756992017-07-11 19:56:222017-08-01 10:03:50
SLS15 SA201416.15444.6695135890.7506000130220.01069544872780.8512387547330.009508710321730.2810986957980.001334948784487.80919992420.1112748413876.925650.5311623079332017-07-11 19:59:002017-08-01 10:03:50
SLS15101266.25429.0312066920.7570703779720.009553880866950.8606837694950.008400506195390.2827271424230.007984611645117.876517233820.099398034171.831950.3139464377722017-07-11 20:53:362017-08-01 10:03:50

zdt_bin1

Genotype: <Binary String> Objectives: 2

optimizerevaluations(avg)evaluations(dev)indicator_dominance(avg)indicator_dominance(dev)indicator_hypervolume(avg)indicator_hypervolume(dev)objective_f1(avg)objective_f1(dev)objective_f2(avg)objective_f2(dev)runtime(avg)runtime(dev)executedevaluated
ESPEA-naive99955.9526.31084427220.002194827754520.0002226434671160.0003475395336252.05294644911e-050.00.00.0003913444738650.00015511273463513.64940.7422707266082017-08-02 23:40:572017-08-02 23:44:12
ESPEA-optimized-c99966.031.85493434470.002345660665690.0004145554039120.0003590716574161.56350647523e-050.00.00.000491546386230.00017744988565113.62460.4983400234252017-07-13 18:00:082017-08-02 23:44:12
Mocell99901.00.00.003467029963410.000396147312820.001530304409059.88090405433e-050.00.00.007346267659680.00067654870858514.58020.1677346275022017-07-13 18:01:402017-08-02 23:44:12
IPESA II100000.00.00.005828819609340.0005317548216120.004285172085770.0005798855715664.7031790018e-098.65507835092e-090.02596183989930.0046985851126913.70140.5147205066832017-07-13 17:04:072017-08-02 23:44:12
DMLS+ds99978.3511.23563410250.006404957917930.0004757834347770.001609668652154.23379492714e-051.19209289551e-085.33120149971e-080.0002399738888530.0005423828075413.8090.1238641021022017-07-13 17:39:322017-08-02 23:44:12
DMLS99979.012.1741745640.006480115370490.0003829205428720.001601896109323.71793819541e-050.00.00.000158338608740.0004053352494783.706650.1336134546492017-07-13 17:42:072017-08-02 23:44:12
MIPESA II100000.00.00.007258201112560.0007055408204920.005781017782770.0008391591563997.90692865848e-082.17329959425e-070.03529516702850.0070027979226412.10170.1608382973512017-07-13 17:49:022017-08-02 23:44:12
la hillclimb jr99998.150.3663475485330.008776991437720.002199349820080.003659174576580.001577396822960.002782768011090.003408699437480.005152852179570.00402692953516.698250.3015444237152017-07-13 17:02:442017-08-02 23:44:12
IBMOLS-fon99915.256.94651230020.01090522993860.001748874544870.002246469753180.0002873765406592.98023223877e-091.33280037493e-080.001207393492710.00153640325424.58180.3190114005552017-07-13 17:42:412017-08-02 23:44:12
MEMO99969.022.03824427050.01112231971380.002606074814970.002467275593640.000522978219350.0002616304438560.0009015749008770.006650723066860.004008574760948.94040.1560692828612017-07-13 17:46:002017-08-02 23:44:12
MEMO Improved99985.423.86894039940.01512817736240.004613291780420.002510895184980.0004684402425160.0001334891654550.0002766402808650.000827913672490.00059223295996210.789550.1331091657252017-07-13 18:04:362017-08-02 23:44:12
NSGA 2100000.00.00.02251842355680.005441162273840.00348850914040.0007043074757430.00.00.0005959517598810.00032122705155613.09370.1976355231232017-07-13 17:44:592017-08-02 23:44:12
Improved NSGA-III.2100000.00.00.02402717163820.00722815375620.003583762473580.0007310947227240.00.00.0007328808663880.00027462135191111.038050.1849701184972017-07-13 17:40:362017-08-02 23:44:12
NSGA-III-simple100000.00.00.03008015355720.01224917667380.00496217055740.002272156294444.65661287307e-112.08250058582e-100.0008266565584780.00027249338510822.722950.9502412699172017-07-13 17:06:172017-08-02 23:44:12
SPEA 2 no tournament100000.00.00.0343799499330.02063611010660.005898909199770.004193441381680.00.00.0006331622970880.00047458377508123.456850.8954877691722017-07-13 17:51:182017-08-02 23:44:12
SMS-EMOA100000.00.00.03462699295970.01274358767660.006155780853210.00281090215653.90131026506e-071.70759527317e-060.001643419531250.00052696459654413.19380.2088110704872017-07-13 17:52:342017-08-02 23:44:12
DEMO bin v2100000.00.00.03652399310670.01528477528190.01673792145460.004288425665997.0174690336e-061.49245482196e-050.07996270538690.0239958684417101.149652.650524323012017-07-13 17:14:592017-08-02 23:44:12
Elitism EA100000.00.00.04977724775180.01903638014720.01889067789710.0048171736380.0004352960735560.001946703002410.1079904597330.035414085657810.303750.103122244782017-07-13 17:41:372017-08-02 23:44:12
GPSOMOD-optimized100000.00.00.05434572636840.002470350306850.05181234675410.003549707462792.92780343443e-055.43182510602e-050.3214499126730.0351629846317.884850.4269069015982017-07-13 17:47:462017-08-02 23:44:12
SPEA 2100000.00.00.06225457580060.01201147069410.01244340381830.002813020331210.00.00.002208165787230.0011299788956421.935151.073620940412017-07-13 16:58:342017-08-02 23:44:12
NSGA-III100000.00.00.07620136687060.001150850973670.02033206867260.0005632398228490.00.00.0003068611201567.42966032288e-0520.11080.483147857942017-07-13 16:54:592017-08-02 23:44:12
NSGA-III-tournament100000.00.00.07656771169180.0007944415451750.02049038010010.0004043061858020.00.00.0003264035967917.16962632213e-0519.77710.5825737721532017-07-13 18:03:352017-08-02 23:44:12
GPSOMOD-naive100000.00.00.09991760873190.006120552682250.1040053084820.005935020465821.35471578687e-051.39068266254e-050.6391974368920.046488811076618.464.692550714752017-07-13 17:01:412017-08-02 23:44:12
PredatorPrey99944.1533.43851388030.1676006838020.05295810996690.1399599517120.03483857097860.007637125020850.007204928017960.7471075112380.41156106242360.214524.94844934222017-07-13 17:58:192017-08-02 23:44:12
Random Search100000.00.00.2330467004540.007638812838170.2755412338430.008302180873311.21897552162e-051.24154101174e-051.766645412520.09742971537924.640.3109491412132017-07-13 16:53:032017-08-02 23:44:12
MultisetGA99936.00.00.2443867157510.01008437726710.2900101888030.008381836655722.46398616582e-052.20285325603e-051.865924851330.098928385314615.826650.3644735605172017-07-13 16:56:302017-08-02 23:44:12
SLS15 SA201472.0472.4047105250.2803917164990.01248869252680.3325425687430.0125628116980.00133894463070.001333827019832.149560912730.11321937798112.53780.7150900274572017-07-13 16:59:512017-08-02 23:44:12
moeavan300.00.00.3099262816680.01534956110570.367936140110.01389127506850.002718011429530.003034532526472.372915610210.1447824302710.35560.01668721540272017-07-13 17:43:122017-08-02 23:44:12
SLS15101698.9553.4466075140.3142329311720.01549119672890.3637659539280.01301119569540.001718837674710.0013206706622.418751267640.1349710717534.388650.1265224236422017-07-13 17:58:502017-08-02 23:44:12

zdt_bin2

Genotype: <Binary String> Objectives: 2

optimizerevaluations(avg)evaluations(dev)indicator_dominance(avg)indicator_dominance(dev)indicator_hypervolume(avg)indicator_hypervolume(dev)objective_f1(avg)objective_f1(dev)objective_f2(avg)objective_f2(dev)runtime(avg)runtime(dev)executedevaluated
Mocell99901.00.00.003437627114480.000344532296040.002388158625720.0002157079694140.00.00.01872092391910.0029387978700814.019950.287947267652017-07-14 01:15:222017-08-03 13:34:57
DMLS+ds99980.8513.75452078790.006601173142880.0004842226064590.001497694566193.19502510861e-050.00.00.0001244541430240.0003236343169373.77420.1078891243732017-07-14 00:51:522017-08-03 13:34:57
DMLS99979.5513.15684732670.007045337378120.001030405611330.001503552781734.84458823127e-050.00.00.0001548930438650.0004772951612593.7810.08120085558272017-07-14 00:54:312017-08-03 13:34:57
MEMO99968.022.24268064120.009516863331160.002053337659670.003242721573560.001180693318787.96313863249e-050.0003406999562740.01996629075780.01516294421559.04980.24152707162017-07-14 00:58:302017-08-03 13:34:57
la hillclimb jr99998.150.3663475485330.01022389065580.002524485933620.005346082590820.002381324242350.002830071002250.003455162078280.02356659522510.01727802415875.63380.3021816463132017-07-14 00:18:112017-08-03 13:34:57
IBMOLS-fon99917.4558.05847777980.01083670603840.001634147880290.002106631948890.0001856348246460.00.00.001126582755620.0008522811867414.87980.5609911904742017-07-14 00:55:112017-08-03 13:34:57
MEMO Improved99990.68.756351078530.01270690124790.002945782244730.002340070221470.0003385729046927.45058059692e-101.77736398945e-090.005969926426060.0035565735100510.71420.2873110546172017-07-14 01:18:212017-08-03 13:34:57
NSGA-III-simple100000.00.00.01660954112650.003544148384330.002539697221140.0003866016178790.00.00.001949803774630.00081220146750320.28210.3198481383082017-07-14 00:21:262017-08-03 13:34:57
MIPESA II100000.00.00.02160749032990.00474580865940.01998422787010.004269884127762.33296304941e-089.49826355604e-080.1669258389790.037114294204311.67760.176719641182017-07-14 01:01:322017-08-03 13:34:57
IPESA II100000.00.00.02224271997240.03878362279780.0200590929020.03490719586864.65661287308e-101.66873835131e-090.1717954881140.3001877162412.06580.2560876905732017-07-14 00:19:282017-08-03 13:34:57
Improved NSGA-III.2100000.00.00.02548719568450.005917247536810.004071532356640.0008091844947970.00.00.006179454299230.0025835128303110.965650.3098134030942017-07-14 00:52:592017-08-03 13:34:57
SMS-EMOA100000.00.00.0256585513930.005022569971570.004462731805030.0008023354138670.00.00.007501693358370.0028365724733713.410850.2057595108762017-07-14 01:04:522017-08-03 13:34:57
NSGA 2100000.00.00.02630663737410.00967133115690.004311050660810.001374154793120.00.00.007668210435660.0029726843311313.292050.2039763853722017-07-14 00:57:292017-08-03 13:34:57
SPEA 2100000.00.00.04896780619590.01166240673840.008065042350090.002410018877431.52587890625e-066.82393791962e-060.002602970668460.002489486754923.88690.96874209812017-07-14 00:14:272017-08-03 13:34:57
NSGA-III-tournament100000.00.00.04966428160910.001397455485530.007953278644950.0002579278662840.00.00.001153737543350.00050455266752119.86840.4489396161482017-07-14 01:17:172017-08-03 13:34:57
NSGA-III100000.00.00.04993370664430.001299895428740.008018406380350.0002612819153940.00.00.001060705473980.00041646580328419.95830.6155499124662017-07-14 00:10:422017-08-03 13:34:57
SPEA 2 no tournament100000.00.00.06497641202210.00201007117730.01197486940660.0006994838888160.00.00.007614885706410.0029231210480722.50630.4701535135632017-07-14 01:03:362017-08-03 13:34:57
Elitism EA100000.00.00.08823303534570.0132206395580.06369143696880.009686416885780.00.00.6826997753160.10229419849110.34020.217378786552017-07-14 00:54:002017-08-03 13:34:57
GPSOMOD-optimized100000.00.00.1084783914840.009923631506720.103424897820.007524115185557.22701661289e-068.45460379658e-060.8393474526270.076783723408717.876050.503616445012017-07-14 01:00:162017-08-03 13:34:57
DEMO bin v2100000.00.00.1502764345950.02059032026020.1241624255560.01907030214463.12887132168e-061.36387050713e-051.162758230130.15931682415677.30782.830853146462017-07-14 00:28:142017-08-03 13:34:57
GPSOMOD-naive100000.00.00.2025914921890.0156523794170.1975838015570.01048706085126.68275170028e-067.51863051497e-061.567544009380.12110969366614.9970.336617696632017-07-14 00:17:102017-08-03 13:34:57
PredatorPrey99944.2533.63249525150.2320252910160.03169501996880.2123221663640.03487603187010.0003191558178510.0004248384036651.795286914430.24523901810387.453134.94540409042017-07-14 01:12:582017-08-03 13:34:57
ESPEA-naive99954.4530.66366785490.2634617369190.1211796617980.2528849524190.1193695442162.47471034527e-065.43573417485e-062.036401128830.9424471817914.8992.97922236412017-08-03 13:33:332017-08-03 13:34:57
ESPEA-optimized-c99950.027.9096285970.3287985796290.04325502162130.3185624043360.04758080997161.3742595911e-062.17353957395e-062.544066574490.3346840936154.019350.08538783039142017-07-14 01:14:002017-08-03 13:34:57
Random Search100000.00.00.4196354463410.01520382872220.4354524647920.01171103657191.21897552162e-051.24154101174e-053.246913394650.1176390496344.30790.06002622234012017-07-14 00:08:442017-08-03 13:34:57
MultisetGA99936.00.00.44374614960.01279151978160.4580547842690.0101496380732.46398616582e-052.20285325603e-053.43346904910.098973900453315.99760.2843686265912017-07-14 00:12:142017-08-03 13:34:57
SLS15 SA201605.4404.3180613540.4849117609260.02259308110510.5044967856670.02031347453510.0007525783497840.0009829615323783.751986409590.17481311043711.62341.10861874232017-07-14 00:15:382017-08-03 13:34:57
SLS15101283.85480.77933170.5147710989210.02167075625250.5361312060650.02006255347910.001323950570080.001127188649283.983021907860.1676766567784.25420.1716077534752017-07-14 01:13:292017-08-03 13:34:57
moeavan300.00.00.5188851863750.02016563039150.5437565366940.01836291334690.002718011429530.003034532526474.014854503910.1560308023620.351450.01528836847172017-07-14 00:55:422017-08-03 13:34:57

zdt_bin3

Genotype: <Binary String> Objectives: 2

optimizerevaluations(avg)evaluations(dev)indicator_dominance(avg)indicator_dominance(dev)indicator_hypervolume(avg)indicator_hypervolume(dev)objective_f1(avg)objective_f1(dev)objective_f2(avg)objective_f2(dev)runtime(avg)runtime(dev)executedevaluated
ESPEA-naive99959.4529.33558105420.001384473122860.0001237864827520.0001595560740781.33346548236e-050.00.0-0.7731848025729.48514825048e-0512.06910.2375723490912017-08-01 19:28:352017-08-01 19:29:52
ESPEA-optimized-c99975.025.85384019120.001411256899080.000137331182380.0001596491135581.15753345499e-050.00.0-0.7731869620758.85246164753e-0511.83330.1577386579462017-07-13 22:12:012017-08-01 19:29:52
Mocell99901.00.00.003612802922110.0003228235444290.002312177011060.000313611354570.00.0-0.7587341399620.0026685885722113.942350.419148419262017-07-13 22:13:232017-08-01 19:29:52
MEMO Improved99965.518.25982071740.01117851366570.001335845668150.001377252484390.0002597254273736.98491930961e-101.16537799843e-09-0.7714285059640.0030034953225910.766650.2998615952672017-07-13 22:16:222017-08-01 19:29:52
IPESA II100000.00.00.01288231772140.002389043965970.01257229303090.002892356833122.09547579288e-094.50082899517e-09-0.6786627987640.027091707245712.005950.1966304241062017-07-13 21:29:402017-08-01 19:29:52
MIPESA II100000.00.00.01351610115560.003379294400070.01214170960230.003021270666862.51037999987e-076.06690904087e-07-0.6898397969010.02366200653812.001550.1857044836922017-07-13 22:01:522017-08-01 19:29:52
NSGA-III-tournament100000.00.00.01527775003250.001259992909440.00192570671850.0001227692460180.00.0-0.7727832245940.00014122943132619.89080.4536093380642017-07-13 22:15:182017-08-01 19:29:52
MEMO99971.318.8877571040.01551021575310.007957484037030.008200276332710.007591260669160.00.0-0.679386908060.09978432132238.89610.1352626684412017-07-13 21:58:492017-08-01 19:29:52
NSGA-III100000.00.00.01591331264620.00182020912510.001963400747960.000112660520080.00.0-0.7726284129210.00026603254119820.30720.4620967772872017-07-13 21:20:402017-08-01 19:29:52
NSGA-III-simple100000.00.00.01665324323990.00397066368750.001801526151340.0002098523791340.00.0-0.7724925788730.00033429072746120.43310.3689618294342017-07-13 21:31:382017-08-01 19:29:52
la hillclimb jr99998.150.3663475485330.01706806169590.00896067652710.01063944503710.00809011820899.78975556791e-050.000156118839022-0.6787793384760.1048244802035.735850.1474853337942017-07-13 21:28:212017-08-01 19:29:52
Improved NSGA-III.2100000.00.00.01815245761620.004750179846050.00182339354680.0003328625015080.00.0-0.7732340432767.84070499522e-0510.87040.3856489267932017-07-13 21:53:282017-08-01 19:29:52
SPEA 2100000.00.00.01832989832110.002428486068920.00208521534690.0001556982465380.00.0-0.7733519045361.28703966266e-0523.40910.8200793864012017-07-13 21:24:252017-08-01 19:29:52
NSGA 2100000.00.00.0189487140450.003504215517820.003460692226090.005105789032690.00.0-0.7513547030370.067454992687113.315750.1941241802782017-07-13 21:57:482017-08-01 19:29:52
SPEA 2 no tournament100000.00.00.01918866111290.003657779752090.003711537001020.005033611877390.00.0-0.7512987365790.067434589978822.982350.5272610733532017-07-13 22:04:022017-08-01 19:29:52
IBMOLS-fon99904.6565.99383942540.01976605512910.00961334506530.00856510166680.007961410036590.00.0-0.6828113557030.1083835297884.846750.1137082485552017-07-13 21:55:312017-08-01 19:29:52
SMS-EMOA100000.00.00.02459167965490.0008464716881390.004350447185750.004855800854044.56348061561e-091.35834703585e-08-0.7519811768550.065658417763613.41950.282878344692017-07-13 22:05:212017-08-01 19:29:52
DMLS+ds99976.0511.33450716320.02532708084260.01718817785060.008994311875210.01263124980693.72529029846e-101.66600046866e-09-0.6856358328140.1635248853293.867350.1530446357322017-07-13 21:52:212017-08-01 19:29:52
DMLS99973.9513.06048681290.02776104869690.02301452754350.01251620883010.0188646870660.00.0-0.6411854042810.2362227715573.686150.1082668608482017-07-13 21:55:002017-08-01 19:29:52
DEMO bin v2100000.00.00.03284713724010.01645544366870.01968318961510.01428805981042.68802046776e-057.5252585877e-05-0.6228251302760.16902590139487.732351.336059850342017-07-13 21:39:142017-08-01 19:29:52
GPSOMOD-optimized100000.00.00.062815694510.004925974846330.05764975622930.004177745834731.62996351719e-051.93052856686e-05-0.3682101869940.050834370018818.10380.3702344349762017-07-13 22:00:362017-08-01 19:29:52
GPSOMOD-naive100000.00.00.10526980990.002832615451310.1142319466130.007221198552622.0794570446e-051.62241513285e-050.04414101150330.089460581799614.93820.2657089028482017-07-13 21:27:202017-08-01 19:29:52
Elitism EA100000.00.00.1509845079760.04610681334710.07401015556080.01821525118610.005507319141180.0035909316366-0.7561201721470.070393600415210.214150.1560766596392017-07-13 21:54:292017-08-01 19:29:52
PredatorPrey99929.2539.02478969230.167257700290.04532890841270.1511228076810.02778974082380.007638089964170.006573501327510.05447877201280.16978688488654.0722522.88701121152017-07-13 22:10:142017-08-01 19:29:52
Random Search100000.00.00.2222962926990.01400554569970.262145065210.01149031052761.21897552162e-051.24154101174e-051.115534112490.1490754335384.405850.08776000467782017-07-13 21:18:422017-08-01 19:29:52
MultisetGA99936.00.00.2388586693890.01042335424990.2807744188120.00701004496652.46398616582e-052.20285325603e-051.281809159890.089684206104115.86240.2103762043782017-07-13 21:22:122017-08-01 19:29:52
SLS15 SA201508.15403.7120228190.2790477392240.02166604880630.3240728791070.01640624607070.001156204938890.001002574850831.617203683330.2117630011912.659950.7699926503412017-07-13 21:25:442017-08-01 19:29:52
moeavan300.00.00.3047750755210.02581008413470.3577594774230.01872801314080.002718011429530.003034532526471.842667194490.2309472711080.39580.08895273730292017-07-13 21:56:022017-08-01 19:29:52
SLS15101525.3642.2436084790.3116919590470.02284483990640.3536775892470.01480855896110.001043136557560.001507021871751.908478426260.1965606542264.40270.0873077436732017-07-13 22:10:452017-08-01 19:29:52

zdt_bin4

Genotype: <Binary String> Objectives: 2

optimizerevaluations(avg)evaluations(dev)indicator_dominance(avg)indicator_dominance(dev)indicator_hypervolume(avg)indicator_hypervolume(dev)objective_f1(avg)objective_f1(dev)objective_f2(avg)objective_f2(dev)runtime(avg)runtime(dev)executedevaluated
MEMO99966.614.45282707730.00340297912260.002004714755990.003240539573190.002043287830565.82076609135e-091.44686668538e-082.474442111470.6839338675749.3370.2184310080172017-07-13 20:54:492017-08-03 14:11:59
DMLS+ds99983.313.07106084370.003625654282520.001502927267690.003162767213580.001499905886160.00.02.333390411250.4935253752454.47970.108165613762017-07-13 20:48:032017-08-03 14:11:59
Mocell99901.00.00.003706832988540.001276098584580.003412663939060.001222241569460.00.02.434783888440.40301952910214.14730.5015942058762017-07-13 21:09:552017-08-03 14:11:59
NSGA 2100000.00.00.003757911649320.001237081985760.003084434916440.001195960393250.00.02.285092933310.39625185376913.64970.1703618749052017-07-13 20:53:482017-08-03 14:11:59
DMLS99974.4512.05022384590.003797079878410.001192328633250.003362567973490.001233718658020.00.02.398783334390.4063950347134.506350.1253031166922017-07-13 20:50:512017-08-03 14:11:59
IBMOLS-fon99923.2557.40610182130.003950072053520.001998146979190.003392871738950.001896122352775.96046447755e-092.66560074985e-082.403187426110.6248573717825.071750.4395705889062017-07-13 20:51:312017-08-03 14:11:59
MEMO Improved99970.719.81254254520.004101674090520.00134864902990.003635654619290.001251286220120.00.02.579610593840.42718335194410.91140.3357545155872017-07-13 21:13:012017-08-03 14:11:59
Improved NSGA-III.2100000.00.00.004231416842030.001459760221160.003370367408140.001307081794450.00.02.38053326840.42527801498411.582550.1934249412432017-07-13 20:49:192017-08-03 14:11:59
SMS-EMOA100000.00.00.004598016713860.001870342656160.003292718307390.00164802506740.00.02.318624180040.52658652124713.629150.1998839860892017-07-13 21:01:172017-08-03 14:11:59
NSGA-III-simple100000.00.00.005266265546890.001289242966880.004192108206930.001234658171040.00.02.62899928920.41028554842520.892750.2192822922272017-07-13 20:16:442017-08-03 14:11:59
SPEA 2 no tournament100000.00.00.005604474564590.001954752418490.003308347061070.001668365884860.00.02.259597391590.53204537225523.087450.8308481699922017-07-13 21:00:012017-08-03 14:11:59
SPEA 2100000.00.00.006233510399770.0015706121050.003801512502430.001532364092690.00.02.403575790990.50091296418724.263451.44368929722017-07-13 20:09:422017-08-03 14:11:59
NSGA-III100000.00.00.007295275963870.00153351895840.004653314081490.001517213251330.00.02.55262526310.48491006415820.607150.2663960792742017-07-13 20:05:572017-08-03 14:11:59
NSGA-III-tournament100000.00.00.007369697003470.001150455001590.00471226488730.001115008455670.00.02.569795501080.35347751950119.89590.6810280850532017-07-13 21:11:542017-08-03 14:11:59
la hillclimb jr99998.10.3077935056260.008850722253790.003590510943760.005784689235450.002379777977950.002846476668490.003702410226052.660122871620.5990441639545.065650.6272838923322017-07-13 20:13:222017-08-03 14:11:59
DEMO bin v2100000.00.00.04706886071690.01336440938760.05086824308840.01470038644461.6838312149e-064.66550446528e-0619.16572946225.0817636815879.49832.7067951162017-07-13 20:23:412017-08-03 14:11:59
MIPESA II100000.00.00.06462941576450.04414192348170.06891433219310.04962880149823.72529029846e-101.14662016044e-0925.20063745317.299538373111.849350.1394256168412017-07-13 20:57:512017-08-03 14:11:59
IPESA II100000.00.00.07531788127550.05131006731370.07940890530540.05619697672780.00.028.689487576319.446536314811.884450.3284174934442017-07-13 20:14:422017-08-03 14:11:59
GPSOMOD-optimized100000.00.00.1149266632440.02057812455820.1081726189160.0152840855839.06536821277e-050.00011179322101535.70876122115.1710826329417.828050.2778050196582017-07-13 20:56:352017-08-03 14:11:59
PredatorPrey99934.240.5911579690.1341772890520.0339036112030.1486664071530.03706826074640.001682594232260.0024452239964851.26877741913.240235584464.6519517.56141366892017-07-13 21:07:202017-08-03 14:11:59
Elitism EA100000.00.00.136649170550.05984394826930.05327997745880.0228935515780.003425695886830.004344424133442.39836356530.34881268817210.638250.1625636312662017-07-13 20:50:202017-08-03 14:11:59
ESPEA-optimized-c99960.029.01905000440.1700217270710.09321159302490.1861316601910.1025033914531.0569114238e-063.39816920786e-0665.889574051135.49662824595.182.703950891022017-07-13 21:08:272017-08-03 14:11:59
ESPEA-naive99954.7531.18176761470.1843988755420.07106914878060.2019445799490.0781404639251.83894298971e-063.83893735578e-0671.373262568727.05503231934.68661.853381444542017-08-03 14:11:562017-08-03 14:11:59
GPSOMOD-naive100000.00.00.2126188893140.01622005414920.2201911458950.02002348232044.87352255732e-055.25748000617e-0572.27031278028.0656875697315.041650.244625874392017-07-13 20:12:242017-08-03 14:11:59
Random Search100000.00.00.3490891681150.02143738335960.3885996579870.02114076588121.21897552162e-051.24154101174e-05131.7308704157.932660923494.73670.160146676192017-07-13 20:03:562017-08-03 14:11:59
MultisetGA99936.00.00.3778591406630.01600332040240.4176108689370.01781195591382.46398616582e-052.20285325603e-05141.278796576.2097251144216.29930.1529575448492017-07-13 20:07:292017-08-03 14:11:59
SLS15 SA201477.7442.3686364630.4112353033570.03077145253520.4626687820820.0317963677470.001420659711580.00211436306478155.62240487411.985769293411.280450.5961352261822017-07-13 20:10:522017-08-03 14:11:59
SLS15101233.1513.1112426840.4428406878050.02469053923540.5019781722230.02380250452550.001331660896540.00106301583275169.101443829.717007124524.466450.07919693973352017-07-13 21:07:512017-08-03 14:11:59
moeavan300.00.00.4854378066410.03129371060130.5525275782920.03257920148670.002718011429530.00303453252647185.85378307811.8993093810.33720.0215323502032017-07-13 20:52:022017-08-03 14:11:59

zdt_bin5

Genotype: <Binary String> Objectives: 2

optimizerevaluations(avg)evaluations(dev)indicator_dominance(avg)indicator_dominance(dev)indicator_hypervolume(avg)indicator_hypervolume(dev)objective_f1(avg)objective_f1(dev)objective_f2(avg)objective_f2(dev)runtime(avg)runtime(dev)executedevaluated
MEMO99979.419.33744662840.02811016889720.006201065439810.01140703147180.002498451838171.00.03.491484066240.428374962214.04790.1339885698192017-07-13 23:48:392017-08-03 09:26:00
ESPEA-naive100000.00.00.03145519525950.003590540469780.007643353615470.002275002162981.00.01.730645161290.06804846164444.568850.09561836148272017-08-03 09:25:562017-08-03 09:26:00
Mocell99901.00.00.0318602122440.001779249450640.00752154065460.001912252685531.00.01.7350.06933035458396.13220.2618998603322017-07-14 00:00:572017-08-03 09:26:00
NSGA-III-tournament100000.00.00.0318602122440.001779249450640.0105045177490.001979730211121.00.01.881702950370.095138736851413.61750.2728806371022017-07-14 00:02:132017-08-03 09:26:00
DMLS99977.613.63200568320.03225806451611.42383098656e-170.008556006671150.001640766881551.00.01.746774193550.05156513069242.605650.139283230942017-07-13 23:45:512017-08-03 09:26:00
DMLS+ds99972.3510.86895627580.03225806451611.42383098656e-170.00883035562570.00140317744561.00.01.761290322580.04365672244472.581250.1028472935452017-07-13 23:44:182017-08-03 09:26:00
ESPEA-optimized-c100000.00.00.03225806451611.42383098656e-170.007211971833870.001709667656921.00.01.717741935480.05113852455654.638250.186182387942017-07-14 00:00:112017-08-03 09:26:00
IBMOLS-fon99903.071.00185320040.03225806451611.42383098656e-170.007931017020180.001819733905281.00.01.799028550240.06884126940413.735650.1897955340282017-07-13 23:46:212017-08-03 09:26:00
IPESA II100000.00.00.03225806451611.42383098656e-170.01085381957450.00284422974211.00.02.073036733380.1536179970083.537050.06437429611272017-07-13 23:35:372017-08-03 09:26:00
Improved NSGA-III.2100000.00.00.03225806451611.42383098656e-170.01182214335930.00136424408241.00.01.835096403410.05993693331884.548150.1189959198772017-07-13 23:44:492017-08-03 09:26:00
MEMO Improved99961.718.56170364230.03225806451611.42383098656e-170.02103055438610.002004072184921.00.04.710689817430.3133266240794.312750.1506337052522017-07-14 00:02:432017-08-03 09:26:00
MIPESA II100000.00.00.03225806451611.42383098656e-170.01115360141950.002955519953491.00.02.591289309410.220580253383.545450.09577686513322017-07-13 23:50:022017-08-03 09:26:00
NSGA-III-simple100000.00.00.03225806451611.42383098656e-170.01051850148930.00132757135971.00.02.356373677310.33430136776914.971250.283415238422017-07-13 23:37:082017-08-03 09:26:00
NSGA 2100000.00.00.03225806451611.42383098656e-170.01381968639360.007041406504241.10.3077935056261.857943217330.05422568191165.58270.1167341108312017-07-13 23:48:092017-08-03 09:26:00
SMS-EMOA100000.00.00.03225806451611.42383098656e-170.01400053609530.006701202044951.10.3077935056261.899802293550.06639865909815.68330.09524157650282017-07-13 23:51:272017-08-03 09:26:00
SPEA 2100000.00.00.03225806451611.42383098656e-170.01456342062180.00195874397121.00.03.568395346320.3826486773274.480550.145677536832017-07-13 23:32:402017-08-03 09:26:00
SPEA 2 no tournament100000.00.00.03225806451611.42383098656e-170.01115893160940.001986661391551.00.01.779032258060.05758622097625.018150.3722304429132017-07-13 23:50:412017-08-03 09:26:00
NSGA-III100000.00.00.03387096774190.007213122508080.0120954508180.01150632365491.10.44721359551.890623517610.11344067314815.177250.3160527729092017-07-13 23:31:242017-08-03 09:26:00
GPSOMOD-optimized100000.00.00.03600269449380.004393002085830.04069661864250.004181158514381.10.3077935056263.510891801810.4757910512677.97730.3496779119492017-07-13 23:49:312017-08-03 09:26:00
DEMO bin v2100000.00.00.03709677419350.01578582209450.02562942768120.0215107994531.60.8207826816682.24555149480.15507583806259.14312.271819671772017-07-13 23:42:252017-08-03 09:26:00
Elitism EA100000.00.00.06129032258070.02066849275860.06764026574860.01928747082892.90.6407232755174.317221503990.1753880139413.53950.1182354920442017-07-13 23:45:202017-08-03 09:26:00
GPSOMOD-naive100000.00.00.06390351099010.001963481682120.06006719141840.003957882210561.40.502624689954.423844269770.5663270182045.876850.9249673834932017-07-13 23:34:202017-08-03 09:26:00
Random Search100000.00.00.1179659381140.0155018599210.1407474611240.01564876830284.60.5982430416164.205105136080.1732371484321.978450.04441961989462017-07-13 23:29:522017-08-03 09:26:00
MultisetGA99936.00.00.1318817063820.02328326519790.1524179767260.02563534293534.950.9445132413884.364784139370.1066230517975.75210.1083492889732017-07-13 23:32:102017-08-03 09:26:00
SLS15 SA200744.7281.9264741770.1618986769170.03128592302940.1836536677270.0300805993716.01.025978352094.454435322330.1571112860966.389950.7476577795112017-07-13 23:33:292017-08-03 09:26:00
SLS15100671.5323.5309307590.1661290322580.02822883806170.190529737980.02695623031866.150.8750939799155.164999967620.2833813285861.875450.07779965836752017-07-13 23:59:402017-08-03 09:26:00
la hillclimb jr99998.70.4701623459820.1758064516130.02663154669290.1717421550630.02752396577876.450.8255779474822.155544770050.0991480371493.71260.1330905508922017-07-13 23:35:062017-08-03 09:26:00
PredatorPrey99942.6540.18938718250.2112903225810.08909854573230.2241678110390.08735259329527.552.762054917712.371832092640.33205629949490.090320.09858222832017-07-13 23:59:242017-08-03 09:26:00
moeavan300.00.00.2354838709680.0211918285590.2601773402260.02080080202428.30.6569466853325.119813624780.2809060928920.3240.01932546724432017-07-13 23:46:522017-08-03 09:26:00

zdt_bin6

Genotype: <Binary String> Objectives: 2

optimizerevaluations(avg)evaluations(dev)indicator_dominance(avg)indicator_dominance(dev)indicator_hypervolume(avg)indicator_hypervolume(dev)objective_f1(avg)objective_f1(dev)objective_f2(avg)objective_f2(dev)runtime(avg)runtime(dev)executedevaluated
DMLS99979.514.00187957310.00583657628840.0008577610891570.001082338938320.0001107633038520.2807913244515.64440771824e-054.75699479807e-121.55511869036e-113.708750.1706297546092017-07-13 23:01:022017-08-03 14:18:14
DMLS+ds99973.613.73968512620.006120831524360.001475651664250.001183043114320.0002532984114590.2807829782752.76666930543e-051.29080760302e-083.68440176838e-083.797450.1863585889742017-07-13 22:58:272017-08-03 14:18:14
MEMO Improved99964.919.9100609320.01736281573910.002234218709870.01229247287210.001833072924750.280777404072.50354765951e-060.1091640069340.018370274554610.7130.2094129639582017-07-13 23:21:422017-08-03 14:18:14
NSGA-III-simple100000.00.00.01971607229520.004380043624030.009432072583520.003412933715310.2807759793471.34432697662e-060.07452587699650.033943945003119.604950.354415824022017-07-13 22:39:412017-08-03 14:18:14
SMS-EMOA100000.00.00.01988856525610.004076494727910.006140607790710.002703458664510.2807753733831.63894666296e-070.04072311198420.025953965155513.255950.2596032347132017-07-13 23:11:052017-08-03 14:18:14
NSGA 2100000.00.00.02214745135590.004567934476460.01281346487850.001413862325470.2807753191185.29825383216e-100.1085676380230.014345574084113.07020.2575962977832017-07-13 23:03:512017-08-03 14:18:14
NSGA-III-tournament100000.00.00.02564599045340.005521737298930.0156447723750.001078902496160.280775620931.24203813282e-060.1322855953470.010411620130219.344950.2633755523562017-07-13 23:20:412017-08-03 14:18:14
Improved NSGA-III.2100000.00.00.0256981134140.004972509023880.01607112467960.001650253712070.2807753412399.99775906992e-080.1394620802250.015936412281610.94610.2616600647282017-07-13 22:59:312017-08-03 14:18:14
SPEA 2100000.00.00.0272355874880.00758381386780.003852619136030.001330576113360.2807773198122.68987745554e-060.003264257860890.010457041117821.639650.5445888139832017-07-13 22:33:132017-08-03 14:18:14
MEMO99971.717.76187519740.02859675355880.04145354638040.02413255592880.04693701305580.2983593183540.07855926430580.1223228506960.02322791360278.961350.1470038578082017-07-13 23:04:522017-08-03 14:18:14
SPEA 2 no tournament100000.00.00.0297350825520.007136015821120.01473338929270.002370772523610.2807753206636.94342934605e-090.1163957851850.022769304665220.16680.4178226266832017-07-13 23:09:492017-08-03 14:18:14
NSGA-III100000.00.00.03047479438290.01055290002650.01318922433350.00219313875920.2807757935991.40659734049e-060.09773369940320.010521958185819.611450.3589765385972017-07-13 22:29:412017-08-03 14:18:14
IBMOLS-fon99907.8585.85439019520.03732436511420.004006086637450.03831833043650.004910980166650.2807758127381.26702093021e-060.3567916689850.05356525459984.60880.1836459981372017-07-13 23:01:332017-08-03 14:18:14
Elitism EA100000.00.00.04065228456040.009275245566610.01092299955920.007079259351950.2807760642451.4807417414e-061.94694250016e-078.42703903981e-0710.374850.2337529678962017-07-13 23:00:322017-08-03 14:18:14
Mocell99901.00.00.1571373529350.006198806852950.1628461693240.006798049329570.2807753188752.6765733671e-101.569252879620.061904412429513.02620.4794117667572017-07-13 23:18:552017-08-03 14:18:14
ESPEA-naive99954.6534.95602500590.1902682016970.2500211286380.1993585784880.2648745575940.2807762233522.01719227575e-061.893942095842.501739188878.36093.632264494482017-08-03 14:17:052017-08-03 14:18:14
la hillclimb jr99998.10.3077935056260.1937665709180.03058406354990.2015109302710.03783137919730.2891595207830.01662814069681.594851581190.4104955863094.77220.1464663065262017-07-13 22:36:352017-08-03 14:18:14
ESPEA-optimized-c99967.029.21787484620.3265813553590.2757679416870.3448754861640.2929612553780.280775324421.05719568758e-083.257892066832.758302168436.583153.599813200932017-07-13 23:17:362017-08-03 14:18:14
MIPESA II100000.00.00.4040296630920.02977589387140.428716442870.03216879932590.2807753188151.27630066215e-124.034844041950.29735709764811.47430.1592889132832017-07-13 23:07:542017-08-03 14:18:14
IPESA II100000.00.00.4144486921040.03691847475360.4393074041640.03832726774190.2807753188782.67287859623e-104.13889372190.36868651365411.513850.37150621942017-07-13 22:37:522017-08-03 14:18:14
DEMO bin v2100000.00.00.4324942795770.02879708608120.456498065140.03044078930790.2807753454339.95925559541e-084.31910606210.28758222926382.942956.094886143532017-07-13 22:47:052017-08-03 14:18:14
GPSOMOD-optimized100000.00.00.4943732104440.01183160686160.5299696917560.008276812926520.2807753227847.9724000244e-094.937060282630.1181563949717.54620.4363146619252017-07-13 23:06:382017-08-03 14:18:14
PredatorPrey99945.434.83102065690.5777816467170.04472157981730.6138853164530.04839190879390.2811938531950.001227580411075.770019005440.44661225735656.398827.05593178972017-07-13 23:16:162017-08-03 14:18:14
GPSOMOD-naive100000.00.00.5932181325230.009665057207220.6373098927890.008799099457460.2807753251242.11622125062e-085.924175540150.096520137132914.204750.4401102583152017-07-13 22:35:492017-08-03 14:18:14
Random Search100000.00.00.7356614819210.007831642491570.798340197690.006195125354460.2807753473384.69068593279e-087.346686687570.07821073285674.237350.0758331096972017-07-13 22:27:542017-08-03 14:18:14
MultisetGA99936.00.00.7468343267680.005547809404750.8095568818060.004971085560060.2807754846732.96367732047e-077.458264352730.055403223494415.963050.2238202932812017-07-13 22:31:122017-08-03 14:18:14
SLS15 SA201755.45441.7507602830.7669252134420.009488116596480.8322568247780.008342481062230.2809328117340.0002435426395337.658902082570.094753118930210.62970.8067897463012017-07-13 22:34:202017-08-03 14:18:14
SLS15101410.35620.8229915540.7720671417260.01265742142910.8392282489080.007886770928160.2823192595070.005769988713137.710251972440.1264033958534.20840.1083684747322017-07-13 23:16:472017-08-03 14:18:14
moeavan300.00.00.7804807415530.008151348138370.8495809728810.008207941757010.2848139612510.007778161155327.794274424830.08140347473080.350550.02109995011222017-07-13 23:02:042017-08-03 14:18:14
  Impressum Stand: 25 April 2013.   F.R.