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GECCO 2017 Data on Algorithm Selection for the quadratic assignment problem QAP
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GECCO 2017 Data
Beham, A., Affenzeller, M., & Wagner, S. (2017). Instance-based algorithm selection on quadratic assignment problem landscapes. In GECCO 2017 - Proceedings of the Genetic and Evolutionary Computation Conference Companion (pp. 1471-1478). (GECCO 2017 - Proceedings of the Genetic and Evolutionary Computation Conference Companion). ACM Sigevo. https://doi.org/10.1145/3067695.3082513
@inproceedings{10.1145/3067695.3082513,
author = {Beham, Andreas and Affenzeller, Michael and Wagner, Stefan},
title = {Instance-Based Algorithm Selection on Quadratic Assignment Problem Landscapes},
year = {2017},
isbn = {9781450349390},
publisher = {Association for Computing Machinery},
address = {New York, NY, USA},
url = {https://doi.org/10.1145/3067695.3082513},
doi = {10.1145/3067695.3082513},
abstract = {Among the many applications of fitness landscape analysis a prominent example is algorithm selection. The no-free-lunch (NFL) theorem has put a limit on the general applicability of heuristic search methods. Improved methods can only be found by specialization to certain problem characteristics which limits their application to other problems. This creates a very interesting and dynamic field for algorithm development. However, this also leads to the definition of a large range of different algorithms that are hard to compare exhaustively. An additional challenge is posed by the fact that algorithms have parameters and thus to each algorithm there may be a large number of instances. In this work the application of algorithm selection to problem instances of the quadratic assignment problem (QAP) is discussed.},
booktitle = {Proceedings of the Genetic and Evolutionary Computation Conference Companion},
pages = {1471–1478},
numpages = {8},
keywords = {algorithm selection, quadratic assignment problem, fitness landscapes, feature extraction},
location = {Berlin, Germany},
series = {GECCO '17}
}
Raw
x_flaperfdata_proj_basic.csv
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2808.597701 508 0.921364441 291 0.631217113 0.0261 0.795412863 248 0.293829383 0.631217113 0.795412863 0.0143 0.964239809 30 0 0.067412264 0.567822186 -0.064961824 0.033333333 0 0.355291785 3.343178584 3.514329805 0.891111111 0.873422093 61 0.6171597 0.065 0.5532096 520 0.500550055 0.649574254 0.827170993 0.0376 0.759702848 0.3414 0.0032 0.016091742 0.332431748 OperatorList OperatorList 508 dre30 3.36150393 -1.933188091 -2.019182787 -0.120806773 0.125089713 9.601438531 -0.264839321 10.07614283 2 2 2 2 2 3 4 4 4 4 4 3 2 2 1 1 2 1 5 5 5 5 5 4 5 5 5 5 5 5 1 1 0 0 1 0 3 3 3 3 3 2 0 0 0 0 0 0 0 0 0 0 0 0 2 2 2 2 2 1 30
6176.096104 1086 0.948503229 428 0.63817452 0.0381 0.80179948 358 0.295029503 0.63817452 0.80179948 0.0143 0.972926574 56 0 0.05697911 0.511185004 -0.05081547 0.017857143 0 0.319610063 4.470546902 4.827390003 0.938137755 0.929314703 267 0.62448943 0.0913 0.496171093 532 0.502550255 0.65558495 0.823751676 0.0399 0.716854814 0.35254902 0.002843137 0.007920322 0.308444788 OperatorList OperatorList 1086 dre56 3.816035973 -1.770869559 -2.490277787 -0.421667524 0.454614893 9.219732696 -0.745143871 11.75520487 2 2 2 2 2 3 5 5 5 5 5 5 5 5 5 5 5 1 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 2 5 5 5 5 5 5 0 0 0 0 0 0 1 1 1 1 1 0 5 5 5 5 5 4 56
84804.92308 2558 0.883978894 213 0.629594102 0.0621 0.778481501 17998 0.274827483 0.629594102 0.778481501 0.0436 0.949621372 27 0 0.059022478 1.116972015 0.467125024 0.429355281 0 0.061498898 1.101861114 0.434045829 0.454046639 0.851908911 53 0.612351315 0.5757 0.563996869 19466 0.505250525 0.63411932 0.835480393 0.4058 0.766095295 0.2725 0.000454545 0.01414615 0.313613037 OperatorList OperatorList 2117 tai27e01 0.261911388 -3.089653587 0.41313691 -0.45520371 9.379547931 8.267021278 4.581945715 -6.375848938 2 1 2 1 2 0 2 1 1 0 1 0 1 0 0 1 0 3 3 3 3 3 3 4 5 5 5 5 5 5 2 2 2 2 2 3 2 1 2 2 1 4 3 3 4 4 4 1 4 4 4 2 4 0 0 0 0 0 0 2 27
Raw
x_qap_ert.csv
Instance Dimension RandomSearch GLS-100-50-20-Inversion-Diversity R#GA-50-PMX-Rank-LS ILS Swap2 RTS-ASP20D-200 RTS-ASP100D-200 RTS-NOASP-200 STS-3D VNS-0.5D R#GA-PMX-1-200-0.15-Swap2-500-TS3
bur26a 26 10000000000 337 16736 233 119 113 122 120 230 9233
bur26d 26 500928000 421 16062 247 214 131 137 355 375 15320
chr20a 20 10000000000 1516478 874443 9760402 2555572 688664 689569 617689 4516351 384502189
chr20b 20 10000000000 9105045 5328198 41366861 14384358 10937086 7167437 1285083 29601457 10000000000
chr20c 20 10000000000 226883 111398 191688 207723 357512 154929796 10000000000 776252 6875081
dre24 24 10000000000 13765496 1996033 31763614 4036228 407215 279318 241566 12414599 10000000000
dre30 30 10000000000 34604710 13100749 1473809480 210537413 3851480 1401137 983937 33605503 10000000000
dre56 56 10000000000 964860840 10000000000 10000000000 10000000000 10000000000 32070328 90735610 10000000000 10000000000
dre72 72 10000000000 10000000000 10000000000 10000000000 10000000000 10000000000 41889684 10000000000 10000000000 10000000000
dre110 110 10000000000 10000000000 10000000000 10000000000 10000000000 10000000000 1545123120 10000000000 10000000000 10000000000
els19 19 10000000000 2715 12085 3232 8859 41410 10000000000 2690 2497 47431
esc32a 32 10000000000 5147499 566049 8827170 2051078 666933 36622769 23111 2025992 214841603
had20 20 10000000000 345 11709 287 284 546 1617 1364 399 17716
kra32 32 10000000000 2302635 105354 881351 601559 78657 7161644 1061262 640219 64842247
lipa20a 20 10000000000 30657 21081 17076 8738 11052 11240 9446 40441 1433118
lipa20b 20 10000000000 3116 10892 2735 1590 1139 1258 635 3640 132611
lipa50a 50 10000000000 6226296 161828 3923007 10000000000 2932 3515 3113 77350 507726835
lipa50b 50 10000000000 249084 71815 50677 10000000000 18636 19560 10193 753533 39056688
lipa90a 90 10000000000 771 52047 648 395 403 397 392 655 49652
lipa90b 90 10000000000 27604218 2000668 7778115 569165 207998 238504 79477 40798185 10000000000
nug30 30 10000000000 227338 28965 46588 18420 4497 4457 2448 9184 2431228
RAND-S-6x6-36-25-AFFY-00_rand_rand_bl 36 10000000000 1876153 98702 1566587 3347073 2342 2327 3462 42993 35148114
RAND-S-8x8-64-25-AFFY-00_rand_rand_ci 64 10000000000 4970626 121284 968642 153441955 11587 10036 7755 64587 112642888
RAND-S-10x10-100-25-AFFY-00_rand_rand_bl 100 10000000000 12468964 213905 8383417 478504 1977 1924 1746 46235 10000000000
RAND-S-12x12-144-25-AFFY-00_rand_rand_ci 144 10000000000 3783302 150651 218190 11399449 34220 8865 5901 50012 10000000000
sko56 56 10000000000 1838410 88004 376787 14100 25574 19252 15594 26779 61330716
sko90 90 10000000000 3815641 114449 290002 60995707 30578 40671 18441 58119 10000000000
tai20a 20 10000000000 382232 132240 166460 22257 10778 9435 8098 280638 15114986
tai20b 20 10000000000 3577 12210 6504 2948 15822 14067 3865 2424 122606
tai27e01 27 10000000000 481659 104949 277995 358898 1061982 9360514 24979975 44655 6977013
tai27e10 27 10000000000 899785 164977 1902513 1395604 19251243 19728651 14265347 62217 15284673
tai45e01 45 10000000000 4915472 449619 19620649 10000000000 34950556 10000000000 10000000000 5535226 140139541
tai45e10 45 10000000000 4630426 364505 12369544 10000000000 12950340 10000000000 10000000000 3397795 146120509
tai50a 50 10000000000 335187391 127384684 10000000000 10000000000 1721904 742658 1463757 771075280 10000000000
tai50b 50 10000000000 344040 53271 58939 23708794 96355 9360 10981105 70661 1472814
tai75e01 75 10000000000 180954063 25873192 10000000000 10000000000 10000000000 10000000000 10000000000 37607306 10000000000
tai75e10 75 10000000000 108402466 49845988 10000000000 10000000000 10000000000 10000000000 10000000000 31080183 10000000000
tai100a 100 10000000000 772377095 10000000000 10000000000 10000000000 71392516 446893 2624281 10000000000 10000000000
tai100b 100 10000000000 3387335 152785 637383 9637515 136371 10000000000 263008015 2983765 10000000000
tai125e01 125 10000000000 10000000000 10000000000 10000000000 10000000000 10000000000 10000000000 10000000000 23565880 10000000000
tai125e10 125 10000000000 10000000000 10000000000 10000000000 10000000000 10000000000 10000000000 10000000000 23557240 10000000000
tai175e01 175 10000000000 10000000000 10000000000 10000000000 10000000000 10000000000 10000000000 10000000000 37419910 10000000000
tai175e10 175 10000000000 10000000000 10000000000 10000000000 10000000000 10000000000 10000000000 10000000000 64586180 10000000000
tai343e01 343 10000000000 10000000000 10000000000 10000000000 10000000000 10000000000 10000000000 10000000000 109132478 10000000000
tai343e10 343 10000000000 10000000000 10000000000 10000000000 10000000000 10000000000 10000000000 10000000000 194588218 10000000000
wil50 50 10000000000 4986 38593 4430 3067 6596 18766 13528 8052 384633
wil100 100 10000000000 3509 91908 3415 269490 4321 5474 1793 10382 10000000000
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