{"id":"https://openalex.org/W2901472199","doi":"https://doi.org/10.1109/tevc.2018.2883094","title":"Distance-Based Subset Selection for Benchmarking in Evolutionary Multi/Many-Objective Optimization","display_name":"Distance-Based Subset Selection for Benchmarking in Evolutionary Multi/Many-Objective Optimization","publication_year":2018,"publication_date":"2018-11-23","ids":{"openalex":"https://openalex.org/W2901472199","doi":"https://doi.org/10.1109/tevc.2018.2883094","mag":"2901472199"},"language":"en","primary_location":{"id":"doi:10.1109/tevc.2018.2883094","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tevc.2018.2883094","pdf_url":null,"source":{"id":"https://openalex.org/S93787993","display_name":"IEEE Transactions on Evolutionary Computation","issn_l":"1089-778X","issn":["1089-778X","1941-0026"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Evolutionary Computation","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5077555584","display_name":"Hemant Kumar Singh","orcid":"https://orcid.org/0000-0003-1653-232X"},"institutions":[{"id":"https://openalex.org/I188329596","display_name":"University of Canberra","ror":"https://ror.org/04s1nv328","country_code":"AU","type":"education","lineage":["https://openalex.org/I188329596"]},{"id":"https://openalex.org/I31746571","display_name":"UNSW Sydney","ror":"https://ror.org/03r8z3t63","country_code":"AU","type":"education","lineage":["https://openalex.org/I31746571"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Hemant Kumar Singh","raw_affiliation_strings":["School of Engineering and Information Technology, University of New South Wales, Canberra, ACT, Australia"],"raw_orcid":"https://orcid.org/0000-0003-1653-232X","affiliations":[{"raw_affiliation_string":"School of Engineering and Information Technology, University of New South Wales, Canberra, ACT, Australia","institution_ids":["https://openalex.org/I188329596","https://openalex.org/I31746571"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5041291450","display_name":"Kalyan Shankar Bhattacharjee","orcid":"https://orcid.org/0000-0002-5766-6060"},"institutions":[{"id":"https://openalex.org/I188329596","display_name":"University of Canberra","ror":"https://ror.org/04s1nv328","country_code":"AU","type":"education","lineage":["https://openalex.org/I188329596"]},{"id":"https://openalex.org/I31746571","display_name":"UNSW Sydney","ror":"https://ror.org/03r8z3t63","country_code":"AU","type":"education","lineage":["https://openalex.org/I31746571"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Kalyan Shankar Bhattacharjee","raw_affiliation_strings":["School of Engineering and Information Technology, University of New South Wales, Canberra, ACT, Australia"],"raw_orcid":"https://orcid.org/0000-0002-5766-6060","affiliations":[{"raw_affiliation_string":"School of Engineering and Information Technology, University of New South Wales, Canberra, ACT, Australia","institution_ids":["https://openalex.org/I188329596","https://openalex.org/I31746571"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5061883146","display_name":"Tapabrata Ray","orcid":"https://orcid.org/0000-0003-1950-5917"},"institutions":[{"id":"https://openalex.org/I188329596","display_name":"University of Canberra","ror":"https://ror.org/04s1nv328","country_code":"AU","type":"education","lineage":["https://openalex.org/I188329596"]},{"id":"https://openalex.org/I31746571","display_name":"UNSW Sydney","ror":"https://ror.org/03r8z3t63","country_code":"AU","type":"education","lineage":["https://openalex.org/I31746571"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Tapabrata Ray","raw_affiliation_strings":["School of Engineering and Information Technology, University of New South Wales, Canberra, ACT, Australia"],"raw_orcid":"https://orcid.org/0000-0003-1950-5917","affiliations":[{"raw_affiliation_string":"School of Engineering and Information Technology, University of New South Wales, Canberra, ACT, Australia","institution_ids":["https://openalex.org/I188329596","https://openalex.org/I31746571"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":6.6493,"has_fulltext":false,"cited_by_count":94,"citation_normalized_percentile":{"value":0.97373753,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":100},"biblio":{"volume":"23","issue":"5","first_page":"904","last_page":"912"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10848","display_name":"Advanced Multi-Objective Optimization Algorithms","score":1.0,"subfield":{"id":"https://openalex.org/subfields/1703","display_name":"Computational Theory and Mathematics"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10848","display_name":"Advanced Multi-Objective Optimization Algorithms","score":1.0,"subfield":{"id":"https://openalex.org/subfields/1703","display_name":"Computational Theory and Mathematics"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11798","display_name":"Optimal Experimental Design Methods","score":0.9936000108718872,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10928","display_name":"Probabilistic and Robust Engineering Design","score":0.9894000291824341,"subfield":{"id":"https://openalex.org/subfields/1804","display_name":"Statistics, Probability and Uncertainty"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/benchmarking","display_name":"Benchmarking","score":0.829749584197998},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.6827685832977295},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.6261866688728333},{"id":"https://openalex.org/keywords/multi-objective-optimization","display_name":"Multi-objective optimization","score":0.5871589183807373},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5177256464958191},{"id":"https://openalex.org/keywords/evolutionary-algorithm","display_name":"Evolutionary algorithm","score":0.506367564201355},{"id":"https://openalex.org/keywords/equivalence","display_name":"Equivalence (formal languages)","score":0.4928002655506134},{"id":"https://openalex.org/keywords/population","display_name":"Population","score":0.4558088481426239},{"id":"https://openalex.org/keywords/optimization-problem","display_name":"Optimization problem","score":0.4488277733325958},{"id":"https://openalex.org/keywords/evolutionary-computation","display_name":"Evolutionary computation","score":0.4369622468948364},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.39030584692955017},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3138209283351898}],"concepts":[{"id":"https://openalex.org/C86251818","wikidata":"https://www.wikidata.org/wiki/Q816754","display_name":"Benchmarking","level":2,"score":0.829749584197998},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.6827685832977295},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.6261866688728333},{"id":"https://openalex.org/C68781425","wikidata":"https://www.wikidata.org/wiki/Q2052203","display_name":"Multi-objective optimization","level":2,"score":0.5871589183807373},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5177256464958191},{"id":"https://openalex.org/C159149176","wikidata":"https://www.wikidata.org/wiki/Q14489129","display_name":"Evolutionary algorithm","level":2,"score":0.506367564201355},{"id":"https://openalex.org/C2780069185","wikidata":"https://www.wikidata.org/wiki/Q7977945","display_name":"Equivalence (formal languages)","level":2,"score":0.4928002655506134},{"id":"https://openalex.org/C2908647359","wikidata":"https://www.wikidata.org/wiki/Q2625603","display_name":"Population","level":2,"score":0.4558088481426239},{"id":"https://openalex.org/C137836250","wikidata":"https://www.wikidata.org/wiki/Q984063","display_name":"Optimization problem","level":2,"score":0.4488277733325958},{"id":"https://openalex.org/C105902424","wikidata":"https://www.wikidata.org/wiki/Q1197129","display_name":"Evolutionary computation","level":2,"score":0.4369622468948364},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.39030584692955017},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3138209283351898},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.0},{"id":"https://openalex.org/C162853370","wikidata":"https://www.wikidata.org/wiki/Q39809","display_name":"Marketing","level":1,"score":0.0},{"id":"https://openalex.org/C149923435","wikidata":"https://www.wikidata.org/wiki/Q37732","display_name":"Demography","level":1,"score":0.0},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.0},{"id":"https://openalex.org/C118615104","wikidata":"https://www.wikidata.org/wiki/Q121416","display_name":"Discrete mathematics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tevc.2018.2883094","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tevc.2018.2883094","pdf_url":null,"source":{"id":"https://openalex.org/S93787993","display_name":"IEEE Transactions on Evolutionary Computation","issn_l":"1089-778X","issn":["1089-778X","1941-0026"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Evolutionary Computation","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/16","score":0.7200000286102295,"display_name":"Peace, Justice and strong institutions"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":19,"referenced_works":["https://openalex.org/W144691766","https://openalex.org/W1846834309","https://openalex.org/W2067544246","https://openalex.org/W2085507535","https://openalex.org/W2102625537","https://openalex.org/W2109778277","https://openalex.org/W2143185749","https://openalex.org/W2143381319","https://openalex.org/W2343601797","https://openalex.org/W2434562129","https://openalex.org/W2466060750","https://openalex.org/W2604292605","https://openalex.org/W2746947413","https://openalex.org/W2753944351","https://openalex.org/W2791738125","https://openalex.org/W2793933654","https://openalex.org/W2803331670","https://openalex.org/W2804195307","https://openalex.org/W4242952145"],"related_works":["https://openalex.org/W2104456211","https://openalex.org/W2058142975","https://openalex.org/W3038685036","https://openalex.org/W4378676958","https://openalex.org/W3174049743","https://openalex.org/W4312461518","https://openalex.org/W2557786635","https://openalex.org/W2040295584","https://openalex.org/W2648858012","https://openalex.org/W2041625817"],"abstract_inverted_index":{"A":[0],"number":[1,110],"of":[2,7,41,73,91,111,136,141,157,166,204,208],"real-world":[3],"problems":[4,175,217,233],"involve":[5],"extremization":[6],"multiple":[8],"conflicting":[9],"objectives,":[10,184],"referred":[11],"to":[12,25,68,121,131,151,162,182,193,221],"as":[13,55],"multiobjective":[14],"optimization":[15],"problems.":[16,33],"Multiobjective":[17],"evolutionary":[18],"algorithms":[19,50],"(MOEAs)":[20],"have":[21],"been":[22],"widely":[23],"adopted":[24],"obtain":[26],"Pareto":[27],"front":[28],"(PF)":[29],"approximation":[30,85],"for":[31,76,107,116,216,250,254],"such":[32,54,232],"An":[34],"indispensable":[35],"step":[36],"in":[37,126,214,234,257],"development":[38],"and":[39,58,138,144,160,164,178,185,210,242,246,259],"evaluation":[40],"MOEAs":[42],"is":[43,67,130,244],"benchmarking,":[44,251],"which":[45],"involves":[46],"comparisons":[47],"with":[48,176,189,218],"peer":[49],"using":[51],"performance":[52],"metrics,":[53],"hypervolume":[56],"(HV)":[57],"inverted":[59],"generational":[60],"distance":[61],"(IGD).":[62],"However,":[63],"the":[64,70,89,167,187,202,206,235],"de-facto":[65],"practice":[66],"use":[69],"final":[71],"population":[72],"an":[74,114],"algorithm":[75,260],"evaluating":[77],"these":[78],"metrics":[79],"even":[80],"though":[81],"a":[82,96,99,133],"better":[83],"PF":[84,158],"may":[86],"exist":[87],"within":[88],"archive":[90,115,207],"all":[92],"evaluated":[93],"solutions.":[94],"In":[95],"recent":[97],"study,":[98],"distance-based":[100],"subset":[101,154],"selection":[102,191,212],"(DSS)":[103],"method":[104],"was":[105],"discussed":[106],"selecting":[108],"prespecified":[109],"solutions":[112,209],"from":[113],"benchmarking.":[117],"This":[118],"letter":[119],"aims":[120],"contribute":[122],"toward":[123],"this":[124,240],"direction":[125],"two":[127],"ways.":[128],"First":[129],"develop":[132],"theoretical":[134],"understanding":[135],"DSS":[137],"reveal":[139],"some":[140],"its":[142,195],"interesting":[143],"desirable":[145],"properties.":[146],"These":[147],"include":[148],"conditional":[149],"equivalence":[150],"optimal":[152],"HV/IGD":[153],"selection,":[155],"inclusion":[156],"extremities":[159],"invariance":[161],"convexity/concavity":[163],"orientation":[165],"PF.":[168],"Secondly,":[169],"we":[170,237],"present":[171],"numerical":[172],"experiments":[173],"on":[174,230],"regular":[177],"irregular":[179,219],"PFs":[180],"up":[181],"ten":[183],"compare":[186],"approach":[188],"other":[190],"techniques":[192],"demonstrate":[194],"potential":[196],"benefits.":[197],"The":[198],"results":[199],"clearly":[200],"indicate":[201],"importance":[203],"considering":[205],"appropriate":[211],"mechanisms,":[213],"particular":[215],"PFs,":[220],"avoid":[222],"misjudgments":[223],"about":[224],"relative":[225],"performances.":[226],"With":[227],"increasing":[228],"emphasis":[229],"tackling":[231],"field,":[236],"believe":[238],"that":[239],"observation":[241],"analysis":[243],"timely":[245],"significant,":[247],"not":[248],"only":[249],"but":[252],"also":[253],"subsequent":[255],"improvements":[256],"decision-making":[258],"design.":[261]},"counts_by_year":[{"year":2025,"cited_by_count":15},{"year":2024,"cited_by_count":19},{"year":2023,"cited_by_count":18},{"year":2022,"cited_by_count":11},{"year":2021,"cited_by_count":13},{"year":2020,"cited_by_count":16},{"year":2019,"cited_by_count":2}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
