{"id":"https://openalex.org/W3190401323","doi":"https://doi.org/10.1109/cec45853.2021.9504934","title":"Comparing Selection Hyper-Heuristics for Many-Objective Numerical Optimization","display_name":"Comparing Selection Hyper-Heuristics for Many-Objective Numerical Optimization","publication_year":2021,"publication_date":"2021-06-28","ids":{"openalex":"https://openalex.org/W3190401323","doi":"https://doi.org/10.1109/cec45853.2021.9504934","mag":"3190401323"},"language":"en","primary_location":{"id":"doi:10.1109/cec45853.2021.9504934","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cec45853.2021.9504934","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 IEEE Congress on Evolutionary Computation (CEC)","raw_type":"proceedings-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/A5039293212","display_name":"Sandra M. Venske","orcid":"https://orcid.org/0000-0001-8602-3008"},"institutions":[{"id":"https://openalex.org/I4210133832","display_name":"Universidade Estadual do Centro-Oeste","ror":"https://ror.org/03cxsty68","country_code":"BR","type":"education","lineage":["https://openalex.org/I4210133832"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Sandra M. Venske","raw_affiliation_strings":["UNICENTRO,Computer Science Department,Guarapuava,Brazil"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"UNICENTRO,Computer Science Department,Guarapuava,Brazil","institution_ids":["https://openalex.org/I4210133832"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015474670","display_name":"Carolina P. Almeida","orcid":"https://orcid.org/0000-0003-4939-6432"},"institutions":[{"id":"https://openalex.org/I4210133832","display_name":"Universidade Estadual do Centro-Oeste","ror":"https://ror.org/03cxsty68","country_code":"BR","type":"education","lineage":["https://openalex.org/I4210133832"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Carolina P. Almeida","raw_affiliation_strings":["UNICENTRO,Computer Science Department,Guarapuava,Brazil"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"UNICENTRO,Computer Science Department,Guarapuava,Brazil","institution_ids":["https://openalex.org/I4210133832"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5056772812","display_name":"Myriam Delgado","orcid":"https://orcid.org/0000-0002-2791-174X"},"institutions":[{"id":"https://openalex.org/I1283613182","display_name":"Universidade Tecnol\u00f3gica Federal do Paran\u00e1","ror":"https://ror.org/002v2kq79","country_code":"BR","type":"education","lineage":["https://openalex.org/I1283613182"]},{"id":"https://openalex.org/I52418104","display_name":"Universidade Federal do Paran\u00e1","ror":"https://ror.org/05syd6y78","country_code":"BR","type":"education","lineage":["https://openalex.org/I52418104"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Myriam R. Delgado","raw_affiliation_strings":["CPGEI/DAINF UTFPR,Curitiba,Brazil","CPGEI/DAINF UTFPR, Curitiba, Brazil"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"CPGEI/DAINF UTFPR,Curitiba,Brazil","institution_ids":["https://openalex.org/I1283613182","https://openalex.org/I52418104"]},{"raw_affiliation_string":"CPGEI/DAINF UTFPR, Curitiba, Brazil","institution_ids":["https://openalex.org/I1283613182"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.6089,"has_fulltext":false,"cited_by_count":8,"citation_normalized_percentile":{"value":0.72579179,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"1921","last_page":"1928"},"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/T10100","display_name":"Metaheuristic Optimization Algorithms Research","score":0.9994000196456909,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/T11975","display_name":"Evolutionary Algorithms and Applications","score":0.9968000054359436,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/differential-evolution","display_name":"Differential evolution","score":0.7736572027206421},{"id":"https://openalex.org/keywords/evolutionary-algorithm","display_name":"Evolutionary algorithm","score":0.7308119535446167},{"id":"https://openalex.org/keywords/heuristics","display_name":"Heuristics","score":0.7095343470573425},{"id":"https://openalex.org/keywords/crossover","display_name":"Crossover","score":0.7001381516456604},{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.6243411302566528},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6102425456047058},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.5939669609069824},{"id":"https://openalex.org/keywords/evolutionary-computation","display_name":"Evolutionary computation","score":0.5526260137557983},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.5131517052650452},{"id":"https://openalex.org/keywords/heuristic","display_name":"Heuristic","score":0.49928808212280273},{"id":"https://openalex.org/keywords/operator","display_name":"Operator (biology)","score":0.47318434715270996},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.39197197556495667},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.32342517375946045},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.2813097834587097}],"concepts":[{"id":"https://openalex.org/C74750220","wikidata":"https://www.wikidata.org/wiki/Q2662197","display_name":"Differential evolution","level":2,"score":0.7736572027206421},{"id":"https://openalex.org/C159149176","wikidata":"https://www.wikidata.org/wiki/Q14489129","display_name":"Evolutionary algorithm","level":2,"score":0.7308119535446167},{"id":"https://openalex.org/C127705205","wikidata":"https://www.wikidata.org/wiki/Q5748245","display_name":"Heuristics","level":2,"score":0.7095343470573425},{"id":"https://openalex.org/C122507166","wikidata":"https://www.wikidata.org/wiki/Q628906","display_name":"Crossover","level":2,"score":0.7001381516456604},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.6243411302566528},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6102425456047058},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.5939669609069824},{"id":"https://openalex.org/C105902424","wikidata":"https://www.wikidata.org/wiki/Q1197129","display_name":"Evolutionary computation","level":2,"score":0.5526260137557983},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.5131517052650452},{"id":"https://openalex.org/C173801870","wikidata":"https://www.wikidata.org/wiki/Q201413","display_name":"Heuristic","level":2,"score":0.49928808212280273},{"id":"https://openalex.org/C17020691","wikidata":"https://www.wikidata.org/wiki/Q139677","display_name":"Operator (biology)","level":5,"score":0.47318434715270996},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.39197197556495667},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.32342517375946045},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.2813097834587097},{"id":"https://openalex.org/C158448853","wikidata":"https://www.wikidata.org/wiki/Q425218","display_name":"Repressor","level":4,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.0},{"id":"https://openalex.org/C13280743","wikidata":"https://www.wikidata.org/wiki/Q131089","display_name":"Geodesy","level":1,"score":0.0},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0},{"id":"https://openalex.org/C86339819","wikidata":"https://www.wikidata.org/wiki/Q407384","display_name":"Transcription factor","level":3,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/cec45853.2021.9504934","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cec45853.2021.9504934","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 IEEE Congress on Evolutionary Computation (CEC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":34,"referenced_works":["https://openalex.org/W103650626","https://openalex.org/W224959492","https://openalex.org/W225560312","https://openalex.org/W265407105","https://openalex.org/W745732567","https://openalex.org/W1595159159","https://openalex.org/W1662894842","https://openalex.org/W1976956135","https://openalex.org/W1996445475","https://openalex.org/W2022897589","https://openalex.org/W2023791340","https://openalex.org/W2039522160","https://openalex.org/W2040622444","https://openalex.org/W2057338644","https://openalex.org/W2076054478","https://openalex.org/W2097715044","https://openalex.org/W2102625537","https://openalex.org/W2116661285","https://openalex.org/W2129724855","https://openalex.org/W2135366549","https://openalex.org/W2154047522","https://openalex.org/W2469417444","https://openalex.org/W2475161805","https://openalex.org/W2519112510","https://openalex.org/W2734168857","https://openalex.org/W2894900521","https://openalex.org/W2904208966","https://openalex.org/W2953449744","https://openalex.org/W2967783393","https://openalex.org/W2993355754","https://openalex.org/W3004157915","https://openalex.org/W4246309810","https://openalex.org/W6608886761","https://openalex.org/W6726862083"],"related_works":["https://openalex.org/W1988293173","https://openalex.org/W2895647686","https://openalex.org/W2076472895","https://openalex.org/W2389275641","https://openalex.org/W3111421931","https://openalex.org/W3177681191","https://openalex.org/W1985939653","https://openalex.org/W2039847237","https://openalex.org/W2021957875","https://openalex.org/W2015132550"],"abstract_inverted_index":{"Mechanisms":[0],"for":[1],"automatic":[2],"selection":[3,27,47],"of":[4,25,77,109],"parameters/heuristics":[5],"used":[6],"by":[7],"evolutionary":[8,91],"algorithms":[9],"can":[10],"provide":[11],"more":[12],"robust":[13],"and":[14,39,60,101],"independent":[15],"approaches.":[16],"In":[17],"this":[18,52],"work":[19],"we":[20],"propose":[21],"an":[22],"approach":[23,125],"composed":[24],"a":[26,75,81,107],"hyper-heuristic":[28],"implemented":[29],"within":[30],"the":[31,70,85,90,112,123],"MOEA/DD":[32],"(Multi-objective":[33],"Evolutionary":[34],"Algorithm":[35],"based":[36,42],"on":[37,43],"Dominance":[38],"Decomposition)":[40],"algorithm":[41],"Differential":[44,62],"Evolution.":[45,63],"Four":[46],"hyper-heuristics":[48,65],"are":[49,66],"considered":[50,97],"in":[51],"study:":[53],"Thompson":[54],"Sampling,":[55],"Probability":[56],"Matching,":[57],"Adaptive":[58],"Pursuit":[59],"Self-Adaptive":[61],"The":[64,93],"employed":[67],"to":[68,80],"choose":[69],"crossover":[71,134],"operator":[72],"selected":[73],"from":[74],"pool":[76],"operators,":[78],"according":[79],"probability":[82],"that":[83,114,122],"reflects":[84],"operator's":[86],"previous":[87],"performance":[88],"during":[89],"process.":[92],"MaF":[94],"benchmark":[95,105],"is":[96],"with":[98,132],"5,":[99],"10":[100],"15":[102],"objectives.":[103],"This":[104],"includes":[106],"diversity":[108],"characteristics,":[110],"representing":[111],"challenges":[113],"real-world":[115],"problems":[116],"may":[117],"pose.":[118],"Statistical":[119],"tests":[120],"indicate":[121],"proposed":[124],"performs":[126],"equally":[127],"or":[128],"even":[129],"outperforms":[130],"those":[131],"fixed":[133],"operator.":[135]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":2},{"year":2023,"cited_by_count":3},{"year":2022,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
