{"id":"https://openalex.org/W4289856974","doi":"https://doi.org/10.1016/j.asoc.2022.109452","title":"MAB-OS: Multi-Armed Bandits Metaheuristic Optimizer Selection","display_name":"MAB-OS: Multi-Armed Bandits Metaheuristic Optimizer Selection","publication_year":2022,"publication_date":"2022-08-04","ids":{"openalex":"https://openalex.org/W4289856974","doi":"https://doi.org/10.1016/j.asoc.2022.109452"},"language":"en","primary_location":{"id":"doi:10.1016/j.asoc.2022.109452","doi":"https://doi.org/10.1016/j.asoc.2022.109452","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.asoc.2022.109452","pdf_url":"https://www.sciencedirect.com/science/article/pii/S1568494622005671/pdf","source":{"id":"https://openalex.org/S140556538","display_name":"Applied Soft Computing","issn_l":"1568-4946","issn":["1568-4946","1872-9681"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-class-a","anvur-scientific","cwts-core","dongbi-c","jufo-1","ki-jl-1","norway-2","poland-200","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Applied Soft Computing","raw_type":"journal-article"},"volume":null,"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://www.sciencedirect.com/science/article/pii/S1568494622005671/pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5029940599","display_name":"Kazem Meidani","orcid":"https://orcid.org/0000-0001-8441-8700","observed_orcids":["https://orcid.org/0000-0001-8441-8700"]},"institutions":[{"id":"https://openalex.org/I74973139","display_name":"Carnegie Mellon University","ror":"https://ror.org/05x2bcf33","country_code":"US","type":"education","lineage":["https://openalex.org/I74973139"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Kazem Meidani","raw_affiliation_strings":["Department of Mechanical Engineering, Carnegie Mellon University, Pittsburgh, PA, USA"],"raw_orcid":"https://orcid.org/0000-0001-8441-8700","affiliations":[{"raw_affiliation_string":"Department of Mechanical Engineering, Carnegie Mellon University, Pittsburgh, PA, USA","institution_ids":["https://openalex.org/I74973139"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5091500375","display_name":"Seyedali Mirjalili","orcid":"https://orcid.org/0000-0002-1443-9458","observed_orcids":["https://orcid.org/0000-0002-1443-9458"]},"institutions":[{"id":"https://openalex.org/I193775966","display_name":"Yonsei University","ror":"https://ror.org/01wjejq96","country_code":"KR","type":"education","lineage":["https://openalex.org/I193775966"]},{"id":"https://openalex.org/I4210142395","display_name":"Torrens University Australia","ror":"https://ror.org/0351xae06","country_code":"AU","type":"education","lineage":["https://openalex.org/I4210142395"]}],"countries":["AU","KR"],"is_corresponding":false,"raw_author_name":"Seyedali Mirjalili","raw_affiliation_strings":["Centre for Artificial Intelligence Research and Optimization, Torrens University Australia, Australia","Yonsei Frontier Lab, Yonsei University, Seoul, Republic of Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Centre for Artificial Intelligence Research and Optimization, Torrens University Australia, Australia","institution_ids":["https://openalex.org/I4210142395"]},{"raw_affiliation_string":"Yonsei Frontier Lab, Yonsei University, Seoul, Republic of Korea","institution_ids":["https://openalex.org/I193775966"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5008745801","display_name":"Amir Barati Farimani","orcid":"https://orcid.org/0000-0002-2952-8576","observed_orcids":["https://orcid.org/0000-0002-2952-8576"]},"institutions":[{"id":"https://openalex.org/I74973139","display_name":"Carnegie Mellon University","ror":"https://ror.org/05x2bcf33","country_code":"US","type":"education","lineage":["https://openalex.org/I74973139"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Amir Barati Farimani","raw_affiliation_strings":["Department of Biomedical Engineering, Carnegie Mellon University, Pittsburgh, PA, USA","Department of Mechanical Engineering, Carnegie Mellon University, Pittsburgh, PA, USA","Machine Learning Department, Carnegie Mellon University, Pittsburgh, PA, USA"],"raw_orcid":"https://orcid.org/0000-0002-2952-8576","affiliations":[{"raw_affiliation_string":"Department of Biomedical Engineering, Carnegie Mellon University, Pittsburgh, PA, USA","institution_ids":["https://openalex.org/I74973139"]},{"raw_affiliation_string":"Department of Mechanical Engineering, Carnegie Mellon University, Pittsburgh, PA, USA","institution_ids":["https://openalex.org/I74973139"]},{"raw_affiliation_string":"Machine Learning Department, Carnegie Mellon University, Pittsburgh, PA, USA","institution_ids":["https://openalex.org/I74973139"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5008745801"],"corresponding_institution_ids":["https://openalex.org/I74973139"],"apc_list":{"value":3250,"currency":"USD","value_usd":3250},"apc_paid":{"value":3250,"currency":"USD","value_usd":3250},"fwci":1.2337,"has_fulltext":true,"cited_by_count":25,"citation_normalized_percentile":{"value":0.80120001,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":100},"biblio":{"volume":"128","issue":null,"first_page":"109452","last_page":"109452"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10100","display_name":"Metaheuristic Optimization Algorithms Research","score":0.9984999895095825,"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"}},"topics":[{"id":"https://openalex.org/T10100","display_name":"Metaheuristic Optimization Algorithms Research","score":0.9984999895095825,"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/T12101","display_name":"Advanced Bandit Algorithms Research","score":0.000699999975040555,"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/T10848","display_name":"Advanced Multi-Objective Optimization Algorithms","score":0.00019999999494757503,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/multi-armed-bandits","display_name":"multi-armed bandits","score":0.8489999771118164},{"id":"https://openalex.org/keywords/exploration-exploitation-trade-off","display_name":"exploration-exploitation balance","score":0.875},{"id":"https://openalex.org/keywords/harris-hawks-optimization","display_name":"Harris Hawks Optimization","score":0.9539999961853027},{"id":"https://openalex.org/keywords/differential-evolution","display_name":"differential evolution","score":0.9309999942779541},{"id":"https://openalex.org/keywords/whale-optimization-algorithm","display_name":"whale optimization algorithm","score":1.0},{"id":"https://openalex.org/keywords/derivative-free-optimization","display_name":"derivative-free optimization","score":0.8870000243186951},{"id":"https://openalex.org/keywords/convergence-rate","display_name":"convergence rate","score":0.7129999995231628},{"id":"https://openalex.org/keywords/fitness-landscape","display_name":"fitness landscape","score":0.8019999861717224}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7511705160140991},{"id":"https://openalex.org/C109718341","wikidata":"https://www.wikidata.org/wiki/Q1385229","display_name":"Metaheuristic","level":2,"score":0.7472996711730957},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.6629729270935059},{"id":"https://openalex.org/C74750220","wikidata":"https://www.wikidata.org/wiki/Q2662197","display_name":"Differential evolution","level":2,"score":0.6088568568229675},{"id":"https://openalex.org/C2777303404","wikidata":"https://www.wikidata.org/wiki/Q759757","display_name":"Convergence (economics)","level":2,"score":0.49348223209381104},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.45820072293281555},{"id":"https://openalex.org/C141934464","wikidata":"https://www.wikidata.org/wiki/Q3305386","display_name":"Local optimum","level":2,"score":0.4563920199871063},{"id":"https://openalex.org/C202269582","wikidata":"https://www.wikidata.org/wiki/Q2644277","display_name":"Complementarity (molecular biology)","level":2,"score":0.42556488513946533},{"id":"https://openalex.org/C137836250","wikidata":"https://www.wikidata.org/wiki/Q984063","display_name":"Optimization problem","level":2,"score":0.41287779808044434},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3610868453979492},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.32616639137268066},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.13886967301368713},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"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/C54355233","wikidata":"https://www.wikidata.org/wiki/Q7162","display_name":"Genetics","level":1,"score":0.0},{"id":"https://openalex.org/C50522688","wikidata":"https://www.wikidata.org/wiki/Q189833","display_name":"Economic growth","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1016/j.asoc.2022.109452","doi":"https://doi.org/10.1016/j.asoc.2022.109452","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.asoc.2022.109452","pdf_url":"https://www.sciencedirect.com/science/article/pii/S1568494622005671/pdf","source":{"id":"https://openalex.org/S140556538","display_name":"Applied Soft Computing","issn_l":"1568-4946","issn":["1568-4946","1872-9681"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-class-a","anvur-scientific","cwts-core","dongbi-c","jufo-1","ki-jl-1","norway-2","poland-200","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Applied Soft Computing","raw_type":"journal-article"},{"id":"pmh:oai:figshare.com:article/30144301","doi":null,"is_oa":true,"landing_page_url":"https://figshare.com/articles/journal_contribution/MAB-OS_Multi-Armed_Bandits_Metaheuristic_Optimizer_Selection/30144301","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,"listed_in":[],"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Text"},{"id":"pmh:oai:research-repository.griffith.edu.au:10072/421266","doi":null,"is_oa":true,"landing_page_url":"http://hdl.handle.net/10072/421266","pdf_url":null,"source":{"id":"https://openalex.org/S7407064376","display_name":"Griffith Research Online","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Journal article"}],"best_oa_location":{"id":"doi:10.1016/j.asoc.2022.109452","doi":"https://doi.org/10.1016/j.asoc.2022.109452","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.asoc.2022.109452","pdf_url":"https://www.sciencedirect.com/science/article/pii/S1568494622005671/pdf","source":{"id":"https://openalex.org/S140556538","display_name":"Applied Soft Computing","issn_l":"1568-4946","issn":["1568-4946","1872-9681"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-class-a","anvur-scientific","cwts-core","dongbi-c","jufo-1","ki-jl-1","norway-2","poland-200","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Applied Soft Computing","raw_type":"journal-article"},"sustainable_development_goals":[],"study_designs":[],"awards":[{"id":"https://openalex.org/G6735116566","display_name":null,"funder_award_id":"1953222","funder_id":"https://openalex.org/F4320337390","funder_display_name":"Division of Chemical, Bioengineering, Environmental, and Transport Systems"},{"id":"https://openalex.org/G7363482288","display_name":"CDS&E: Collaborative Research: Deep learning enhanced parallel computations of fluid flow around moving boundaries on binarized octrees","funder_award_id":"1953222","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"}],"funders":[{"id":"https://openalex.org/F4320306076","display_name":"National Science Foundation","ror":"https://ror.org/021nxhr62"},{"id":"https://openalex.org/F4320310207","display_name":"Carnegie Mellon University","ror":"https://ror.org/05x2bcf33"},{"id":"https://openalex.org/F4320337390","display_name":"Division of Chemical, Bioengineering, Environmental, and Transport Systems","ror":"https://ror.org/0471zv972"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4289856974.pdf","grobid_xml":"https://content.openalex.org/works/W4289856974.grobid-xml"},"referenced_works_count":57,"referenced_works":["https://openalex.org/W133071508","https://openalex.org/W883434633","https://openalex.org/W1595159159","https://openalex.org/W1666763039","https://openalex.org/W1977474365","https://openalex.org/W1983782164","https://openalex.org/W2009230739","https://openalex.org/W2009950061","https://openalex.org/W2016644085","https://openalex.org/W2021542110","https://openalex.org/W2024060531","https://openalex.org/W2031183907","https://openalex.org/W2061438946","https://openalex.org/W2065401134","https://openalex.org/W2072955302","https://openalex.org/W2083457599","https://openalex.org/W2102665362","https://openalex.org/W2123066915","https://openalex.org/W2126405658","https://openalex.org/W2143560894","https://openalex.org/W2151554678","https://openalex.org/W2152195021","https://openalex.org/W2166513470","https://openalex.org/W2232317135","https://openalex.org/W2251503907","https://openalex.org/W2290883490","https://openalex.org/W2613430853","https://openalex.org/W2738900493","https://openalex.org/W2750236386","https://openalex.org/W2898873842","https://openalex.org/W2919979744","https://openalex.org/W2942494530","https://openalex.org/W2951464652","https://openalex.org/W2967783393","https://openalex.org/W2980688276","https://openalex.org/W2985450958","https://openalex.org/W3004171600","https://openalex.org/W3015917763","https://openalex.org/W3081491576","https://openalex.org/W3085858072","https://openalex.org/W3147747657","https://openalex.org/W3158694080","https://openalex.org/W3159003231","https://openalex.org/W3174286198","https://openalex.org/W3176384504","https://openalex.org/W3182220831","https://openalex.org/W4205620499","https://openalex.org/W4205947926","https://openalex.org/W4210973208","https://openalex.org/W4211207925","https://openalex.org/W4224912032","https://openalex.org/W4240963089","https://openalex.org/W4250144558","https://openalex.org/W4254682885","https://openalex.org/W4292936315","https://openalex.org/W4302986894","https://openalex.org/W6797753089"],"related_works":["https://openalex.org/W7214946294","https://openalex.org/W2293315768","https://openalex.org/W2731088668","https://openalex.org/W4224912032","https://openalex.org/W1666763039","https://openalex.org/W7097143380","https://openalex.org/W4393342946","https://openalex.org/W3147369624","https://openalex.org/W4415126148","https://openalex.org/W1977474365"],"abstract_inverted_index":{"Metaheuristic":[0],"algorithms":[1,26,85],"are":[2,168],"derivative-free":[3],"optimizers":[4],"designed":[5],"to":[6,29,59,86],"estimate":[7],"the":[8,21,25,30,70,80,84,88,95,99,102,107,131,140,157],"global":[9],"optima":[10],"for":[11,65,165],"optimization":[12,67,71],"problems.":[13],"Keeping":[14],"balance":[15,90],"between":[16,24],"exploitation":[17],"and":[18,20,123,156,162],"exploration":[19],"performance":[22,143],"complementarity":[23],"have":[27],"led":[28],"introduction":[31],"of":[32,83,91,98,147,152],"quite":[33],"a":[34,43,53,62],"few":[35],"metaheuristic":[36],"methods.":[37],"In":[38],"this":[39,166],"work,":[40],"we":[41,128],"propose":[42],"framework":[44,138],"based":[45],"on":[46,79,144],"Multi-Armed":[47],"Bandits":[48],"(MAB)":[49],"problem,":[50],"which":[51],"is":[52],"classical":[54],"Reinforcement":[55],"Learning":[56],"(RL)":[57],"method,":[58],"intelligently":[60],"select":[61],"suitable":[63],"optimizer":[64],"each":[66],"problem":[68],"during":[69],"process.":[72],"This":[73],"online":[74],"algorithm":[75,100],"selection":[76],"technique":[77],"leverages":[78],"convergence":[81,154],"behavior":[82],"find":[87],"right":[89],"exploration\u2013exploitation":[92],"by":[93],"choosing":[94],"update":[96],"rule":[97],"with":[101,112],"most":[103],"estimated":[104],"improvement":[105],"in":[106,150],"solution.":[108,159],"By":[109],"performing":[110],"experiments":[111],"three":[113],"armed-bandits":[114],"being":[115],"Harris":[116],"Hawks":[117],"Optimizer":[118,133],"(HHO),":[119],"Differential":[120],"Evolution":[121],"(DE),":[122],"Whale":[124],"Optimization":[125],"Algorithm":[126],"(WOA),":[127],"show":[129],"that":[130],"MAB":[132],"Selection":[134],"(named":[135],"as":[136],"MAB-OS)":[137],"has":[139],"best":[141],"overall":[142],"different":[145],"types":[146],"fitness":[148],"landscapes":[149],"terms":[151],"both":[153],"rate":[155],"final":[158],"The":[160],"data":[161],"codes":[163],"used":[164],"work":[167],"available":[169],"at:":[170],"https://github.com/BaratiLab/MAB-OS.":[171]},"counts_by_year":[{"year":2026,"cited_by_count":10},{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":6},{"year":2023,"cited_by_count":6},{"year":2022,"cited_by_count":1}],"updated_date":"2026-10-21T09:56:26.102985","created_date":"2022-08-05T00:00:00"}
