{"id":"https://openalex.org/W4214565181","doi":"https://doi.org/10.1109/tevc.2022.3154231","title":"Probabilistic Selection Approaches in Decomposition-Based Evolutionary Algorithms for Offline Data-Driven Multiobjective Optimization","display_name":"Probabilistic Selection Approaches in Decomposition-Based Evolutionary Algorithms for Offline Data-Driven Multiobjective Optimization","publication_year":2022,"publication_date":"2022-02-25","ids":{"openalex":"https://openalex.org/W4214565181","doi":"https://doi.org/10.1109/tevc.2022.3154231"},"language":"en","primary_location":{"id":"doi:10.1109/tevc.2022.3154231","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tevc.2022.3154231","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":true,"oa_status":"green","oa_url":"https://jyx.jyu.fi/bitstreams/48c659b3-7983-4c94-b118-a9bce9136a08/download","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5089716924","display_name":"Atanu Mazumdar","orcid":"https://orcid.org/0000-0002-7760-3171"},"institutions":[{"id":"https://openalex.org/I94722563","display_name":"University of Jyv\u00e4skyl\u00e4","ror":"https://ror.org/05n3dz165","country_code":"FI","type":"education","lineage":["https://openalex.org/I94722563"]}],"countries":["FI"],"is_corresponding":true,"raw_author_name":"Atanu Mazumdar","raw_affiliation_strings":["Faculty of Information Technology, University of Jyvaskyla, University of Jyvaskyla, Finland"],"affiliations":[{"raw_affiliation_string":"Faculty of Information Technology, University of Jyvaskyla, University of Jyvaskyla, Finland","institution_ids":["https://openalex.org/I94722563"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5057408251","display_name":"Tinkle Chugh","orcid":"https://orcid.org/0000-0001-5123-8148"},"institutions":[{"id":"https://openalex.org/I23923803","display_name":"University of Exeter","ror":"https://ror.org/03yghzc09","country_code":"GB","type":"education","lineage":["https://openalex.org/I23923803"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Tinkle Chugh","raw_affiliation_strings":["Department of Computer Science, University of Exeter, Exeter, U.K"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, University of Exeter, Exeter, U.K","institution_ids":["https://openalex.org/I23923803"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005908576","display_name":"Jussi Hakanen","orcid":"https://orcid.org/0000-0001-9579-8657"},"institutions":[{"id":"https://openalex.org/I94722563","display_name":"University of Jyv\u00e4skyl\u00e4","ror":"https://ror.org/05n3dz165","country_code":"FI","type":"education","lineage":["https://openalex.org/I94722563"]}],"countries":["FI"],"is_corresponding":false,"raw_author_name":"Jussi Hakanen","raw_affiliation_strings":["Faculty of Information Technology, University of Jyvaskyla, University of Jyvaskyla, Finland"],"affiliations":[{"raw_affiliation_string":"Faculty of Information Technology, University of Jyvaskyla, University of Jyvaskyla, Finland","institution_ids":["https://openalex.org/I94722563"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5020945863","display_name":"Kaisa Miettinen","orcid":"https://orcid.org/0000-0003-1013-4689"},"institutions":[{"id":"https://openalex.org/I94722563","display_name":"University of Jyv\u00e4skyl\u00e4","ror":"https://ror.org/05n3dz165","country_code":"FI","type":"education","lineage":["https://openalex.org/I94722563"]}],"countries":["FI"],"is_corresponding":false,"raw_author_name":"Kaisa Miettinen","raw_affiliation_strings":["Faculty of Information Technology, University of Jyvaskyla, University of Jyvaskyla, Finland"],"affiliations":[{"raw_affiliation_string":"Faculty of Information Technology, University of Jyvaskyla, University of Jyvaskyla, Finland","institution_ids":["https://openalex.org/I94722563"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5089716924"],"corresponding_institution_ids":["https://openalex.org/I94722563"],"apc_list":null,"apc_paid":null,"fwci":2.111,"has_fulltext":true,"cited_by_count":14,"citation_normalized_percentile":{"value":0.88412127,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":"26","issue":"5","first_page":"1182","last_page":"1191"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10848","display_name":"Advanced Multi-Objective Optimization Algorithms","score":0.9998999834060669,"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":0.9998999834060669,"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":0.989799976348877,"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/T11975","display_name":"Evolutionary Algorithms and Applications","score":0.9251999855041504,"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/evolutionary-algorithm","display_name":"Evolutionary algorithm","score":0.712762176990509},{"id":"https://openalex.org/keywords/probabilistic-logic","display_name":"Probabilistic logic","score":0.6284022331237793},{"id":"https://openalex.org/keywords/kriging","display_name":"Kriging","score":0.6262415647506714},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6112548112869263},{"id":"https://openalex.org/keywords/multi-objective-optimization","display_name":"Multi-objective optimization","score":0.573184072971344},{"id":"https://openalex.org/keywords/evolutionary-computation","display_name":"Evolutionary computation","score":0.5466627478599548},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.5417580604553223},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.5213952660560608},{"id":"https://openalex.org/keywords/optimization-problem","display_name":"Optimization problem","score":0.46603885293006897},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.4575589597225189},{"id":"https://openalex.org/keywords/decomposition","display_name":"Decomposition","score":0.4224969744682312},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.3678908348083496},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.33226215839385986},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.30573922395706177},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.25591474771499634}],"concepts":[{"id":"https://openalex.org/C159149176","wikidata":"https://www.wikidata.org/wiki/Q14489129","display_name":"Evolutionary algorithm","level":2,"score":0.712762176990509},{"id":"https://openalex.org/C49937458","wikidata":"https://www.wikidata.org/wiki/Q2599292","display_name":"Probabilistic logic","level":2,"score":0.6284022331237793},{"id":"https://openalex.org/C81692654","wikidata":"https://www.wikidata.org/wiki/Q225926","display_name":"Kriging","level":2,"score":0.6262415647506714},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6112548112869263},{"id":"https://openalex.org/C68781425","wikidata":"https://www.wikidata.org/wiki/Q2052203","display_name":"Multi-objective optimization","level":2,"score":0.573184072971344},{"id":"https://openalex.org/C105902424","wikidata":"https://www.wikidata.org/wiki/Q1197129","display_name":"Evolutionary computation","level":2,"score":0.5466627478599548},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.5417580604553223},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.5213952660560608},{"id":"https://openalex.org/C137836250","wikidata":"https://www.wikidata.org/wiki/Q984063","display_name":"Optimization problem","level":2,"score":0.46603885293006897},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.4575589597225189},{"id":"https://openalex.org/C124681953","wikidata":"https://www.wikidata.org/wiki/Q339062","display_name":"Decomposition","level":2,"score":0.4224969744682312},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.3678908348083496},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.33226215839385986},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.30573922395706177},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.25591474771499634},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.1109/tevc.2022.3154231","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tevc.2022.3154231","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"},{"id":"pmh:oai:ore.exeter.ac.uk:10871/129049","is_oa":false,"landing_page_url":"http://hdl.handle.net/10871/129049","pdf_url":null,"source":{"id":"https://openalex.org/S4306401998","display_name":"Open Research Exeter (University of Exeter)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I23923803","host_organization_name":"University of Exeter","host_organization_lineage":["https://openalex.org/I23923803"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":null,"raw_type":"Article"},{"id":"pmh:oai:jyx.jyu.fi:123456789/83457","is_oa":true,"landing_page_url":"http://urn.fi/URN:NBN:fi:jyu-202210054798","pdf_url":"https://jyx.jyu.fi/bitstreams/48c659b3-7983-4c94-b118-a9bce9136a08/download","source":{"id":"https://openalex.org/S4306400563","display_name":"Jyv\u00e4skyl\u00e4 University Digital Archive (University of Jyv\u00e4skyl\u00e4)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I94722563","host_organization_name":"University of Jyv\u00e4skyl\u00e4","host_organization_lineage":["https://openalex.org/I94722563"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"A1"},{"id":"pmh:oai:figshare.com:article/29785823","is_oa":true,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4377196282","display_name":"Figshare","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210132348","host_organization_name":"Figshare (United Kingdom)","host_organization_lineage":["https://openalex.org/I4210132348"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Journal contribution"}],"best_oa_location":{"id":"pmh:oai:jyx.jyu.fi:123456789/83457","is_oa":true,"landing_page_url":"http://urn.fi/URN:NBN:fi:jyu-202210054798","pdf_url":"https://jyx.jyu.fi/bitstreams/48c659b3-7983-4c94-b118-a9bce9136a08/download","source":{"id":"https://openalex.org/S4306400563","display_name":"Jyv\u00e4skyl\u00e4 University Digital Archive (University of Jyv\u00e4skyl\u00e4)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I94722563","host_organization_name":"University of Jyv\u00e4skyl\u00e4","host_organization_lineage":["https://openalex.org/I94722563"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"A1"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G7231900010","display_name":null,"funder_award_id":"311877","funder_id":"https://openalex.org/F4320321108","funder_display_name":"Academy of Finland"}],"funders":[{"id":"https://openalex.org/F4320321108","display_name":"Academy of Finland","ror":"https://ror.org/05k73zm37"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4214565181.pdf","grobid_xml":"https://content.openalex.org/works/W4214565181.grobid-xml"},"referenced_works_count":32,"referenced_works":["https://openalex.org/W1516227357","https://openalex.org/W1601795611","https://openalex.org/W1647513660","https://openalex.org/W1967157470","https://openalex.org/W2011174137","https://openalex.org/W2014268383","https://openalex.org/W2022485595","https://openalex.org/W2058142975","https://openalex.org/W2101234009","https://openalex.org/W2102365077","https://openalex.org/W2126105956","https://openalex.org/W2143381319","https://openalex.org/W2317002898","https://openalex.org/W2336467679","https://openalex.org/W2343601797","https://openalex.org/W2478899349","https://openalex.org/W2519112510","https://openalex.org/W2770281661","https://openalex.org/W2800879376","https://openalex.org/W2887698254","https://openalex.org/W2891186800","https://openalex.org/W2895700336","https://openalex.org/W2911687288","https://openalex.org/W2939466003","https://openalex.org/W2953640432","https://openalex.org/W3104412070","https://openalex.org/W3195712334","https://openalex.org/W4248721357","https://openalex.org/W4252684946","https://openalex.org/W6636658889","https://openalex.org/W6675354045","https://openalex.org/W6800133841"],"related_works":["https://openalex.org/W4297582752","https://openalex.org/W4285805405","https://openalex.org/W2906115061","https://openalex.org/W2977596624","https://openalex.org/W85101999","https://openalex.org/W2145877535","https://openalex.org/W2744730182","https://openalex.org/W3134440233","https://openalex.org/W2751605210","https://openalex.org/W2022485595"],"abstract_inverted_index":{"In":[0,56],"offline":[1,25,81],"data-driven":[2,82],"multiobjective":[3,28,83,91],"optimization,":[4],"no":[5],"new":[6],"data":[7],"are":[8,20,87],"available":[9],"during":[10],"the":[11,23,44,49,66,70,77,114],"optimization":[12],"process.":[13],"Approximation":[14],"models,":[15],"also":[16],"known":[17],"as":[18],"surrogates,":[19],"built":[21],"using":[22,38],"provided":[24],"data.":[26],"A":[27],"evolutionary":[29,92],"algorithm":[30],"can":[31],"be":[32],"utilized":[33],"to":[34,75,134],"find":[35],"solutions":[36,46,121],"by":[37],"these":[39],"surrogates.":[40],"The":[41,103,117],"accuracy":[42],"of":[43,69,101],"approximated":[45],"depends":[47],"on":[48,108],"surrogates":[50],"and":[51,94,113,126,137],"approximations":[52],"typically":[53],"involve":[54],"uncertainties.":[55],"this":[57],"article,":[58],"we":[59],"propose":[60],"probabilistic":[61],"selection":[62],"approaches":[63,86,105,119,136],"that":[64,142],"utilize":[65],"uncertainty":[67,146],"information":[68],"Kriging":[71],"models":[72],"(as":[73],"surrogates)":[74],"improve":[76],"solution":[78],"process":[79],"in":[80],"optimization.":[84],"These":[85],"designed":[88],"for":[89],"decomposition-based":[90],"algorithms":[93],"can,":[95],"thus,":[96],"handle":[97],"a":[98,123,127,138],"large":[99],"number":[100],"objectives.":[102],"proposed":[104,118],"were":[106],"tested":[107],"distance-based":[109],"visualizable":[110],"test":[111],"problems":[112],"DTLZ":[115],"suite.":[116],"produced":[120],"with":[122],"greater":[124],"hypervolume,":[125],"lower":[128],"root":[129],"mean":[130],"squared":[131],"error":[132],"compared":[133],"generic":[135],"transfer":[139],"learning":[140],"approach":[141],"do":[143],"not":[144],"use":[145],"information.":[147]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":8},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":2}],"updated_date":"2026-04-04T16:13:02.066488","created_date":"2025-10-10T00:00:00"}