{"id":"https://openalex.org/W3190551483","doi":"https://doi.org/10.1109/cec45853.2021.9504691","title":"Multi-Armed Bandits for Many-Task Evolutionary Optimization","display_name":"Multi-Armed Bandits for Many-Task Evolutionary Optimization","publication_year":2021,"publication_date":"2021-06-28","ids":{"openalex":"https://openalex.org/W3190551483","doi":"https://doi.org/10.1109/cec45853.2021.9504691","mag":"3190551483"},"language":"en","primary_location":{"id":"doi:10.1109/cec45853.2021.9504691","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cec45853.2021.9504691","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":"conference-paper","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/A5055501153","display_name":"Le Tien Thanh","orcid":"https://orcid.org/0000-0003-4460-2225"},"institutions":[{"id":"https://openalex.org/I94518387","display_name":"Hanoi University of Science and Technology","ror":"https://ror.org/04nyv3z04","country_code":"VN","type":"education","lineage":["https://openalex.org/I94518387"]}],"countries":["VN"],"is_corresponding":false,"raw_author_name":"Le Tien Thanh","raw_affiliation_strings":["School of Information and Communication Technology, Hanoi University of Science and Technology, Hanoi, Vietnam"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Information and Communication Technology, Hanoi University of Science and Technology, Hanoi, Vietnam","institution_ids":["https://openalex.org/I94518387"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5073682786","display_name":"Le Van Cuong","orcid":"https://orcid.org/0000-0003-1558-2130"},"institutions":[{"id":"https://openalex.org/I94518387","display_name":"Hanoi University of Science and Technology","ror":"https://ror.org/04nyv3z04","country_code":"VN","type":"education","lineage":["https://openalex.org/I94518387"]}],"countries":["VN"],"is_corresponding":false,"raw_author_name":"Le Van Cuong","raw_affiliation_strings":["School of Information and Communication Technology, Hanoi University of Science and Technology, Hanoi, Vietnam"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Information and Communication Technology, Hanoi University of Science and Technology, Hanoi, Vietnam","institution_ids":["https://openalex.org/I94518387"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004837969","display_name":"Ta Bao Thang","orcid":"https://orcid.org/0000-0003-0167-1263"},"institutions":[{"id":"https://openalex.org/I94518387","display_name":"Hanoi University of Science and Technology","ror":"https://ror.org/04nyv3z04","country_code":"VN","type":"education","lineage":["https://openalex.org/I94518387"]}],"countries":["VN"],"is_corresponding":false,"raw_author_name":"Ta Bao Thang","raw_affiliation_strings":["School of Information and Communication Technology, Hanoi University of Science and Technology, Hanoi, Vietnam"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Information and Communication Technology, Hanoi University of Science and Technology, Hanoi, Vietnam","institution_ids":["https://openalex.org/I94518387"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5072105691","display_name":"Hu\u1ef3nh Th\u1ecb Thanh B\u00ecnh","orcid":"https://orcid.org/0000-0003-1976-6113"},"institutions":[{"id":"https://openalex.org/I94518387","display_name":"Hanoi University of Science and Technology","ror":"https://ror.org/04nyv3z04","country_code":"VN","type":"education","lineage":["https://openalex.org/I94518387"]}],"countries":["VN"],"is_corresponding":false,"raw_author_name":"Huynh Thi Thanh Binh","raw_affiliation_strings":["School of Information and Communication Technology, Hanoi University of Science and Technology, Hanoi, Vietnam"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Information and Communication Technology, Hanoi University of Science and Technology, Hanoi, Vietnam","institution_ids":["https://openalex.org/I94518387"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I94518387"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":11,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1664","last_page":"1671"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12101","display_name":"Advanced Bandit Algorithms Research","score":0.9980999827384949,"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"}},"topics":[{"id":"https://openalex.org/T12101","display_name":"Advanced Bandit Algorithms Research","score":0.9980999827384949,"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/T10100","display_name":"Metaheuristic Optimization Algorithms Research","score":0.9966999888420105,"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/T10848","display_name":"Advanced Multi-Objective Optimization Algorithms","score":0.9944000244140625,"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/human-multitasking","display_name":"Human multitasking","score":0.9576433300971985},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.6505266427993774},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6501981019973755},{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.6171357035636902},{"id":"https://openalex.org/keywords/evolutionary-algorithm","display_name":"Evolutionary algorithm","score":0.6058680415153503},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.48493602871894836},{"id":"https://openalex.org/keywords/isolation","display_name":"Isolation (microbiology)","score":0.41768568754196167},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.3294100761413574},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.08739212155342102},{"id":"https://openalex.org/keywords/biology","display_name":"Biology","score":0.07745510339736938},{"id":"https://openalex.org/keywords/bioinformatics","display_name":"Bioinformatics","score":0.07094627618789673}],"concepts":[{"id":"https://openalex.org/C107418235","wikidata":"https://www.wikidata.org/wiki/Q1520565","display_name":"Human multitasking","level":2,"score":0.9576433300971985},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.6505266427993774},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6501981019973755},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.6171357035636902},{"id":"https://openalex.org/C159149176","wikidata":"https://www.wikidata.org/wiki/Q14489129","display_name":"Evolutionary algorithm","level":2,"score":0.6058680415153503},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.48493602871894836},{"id":"https://openalex.org/C2775941552","wikidata":"https://www.wikidata.org/wiki/Q25212305","display_name":"Isolation (microbiology)","level":2,"score":0.41768568754196167},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.3294100761413574},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.08739212155342102},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.07745510339736938},{"id":"https://openalex.org/C60644358","wikidata":"https://www.wikidata.org/wiki/Q128570","display_name":"Bioinformatics","level":1,"score":0.07094627618789673},{"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/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.0},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/cec45853.2021.9504691","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cec45853.2021.9504691","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":[{"id":"https://openalex.org/F4320338295","display_name":"Army Research Laboratory","ror":"https://ror.org/011hc8f90"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":19,"referenced_works":["https://openalex.org/W2066104877","https://openalex.org/W2072782187","https://openalex.org/W2294818690","https://openalex.org/W2413527939","https://openalex.org/W2808464155","https://openalex.org/W2904030007","https://openalex.org/W2904693359","https://openalex.org/W2905327064","https://openalex.org/W2923639984","https://openalex.org/W2948943518","https://openalex.org/W2964153283","https://openalex.org/W2970803838","https://openalex.org/W2999769892","https://openalex.org/W3006758591","https://openalex.org/W3023725854","https://openalex.org/W3083272460","https://openalex.org/W3138610415","https://openalex.org/W4206530644","https://openalex.org/W6766196973"],"related_works":["https://openalex.org/W4388263628","https://openalex.org/W4242930893","https://openalex.org/W3140336604","https://openalex.org/W2488058330","https://openalex.org/W1988895983","https://openalex.org/W4237084280","https://openalex.org/W2886487614","https://openalex.org/W4242426637","https://openalex.org/W2940047422","https://openalex.org/W2726551571"],"abstract_inverted_index":{"Inspired":[0],"by":[1,142],"the":[2,15,27,100,115,119,128,143,157,163,186,191],"ability":[3],"of":[4,12,26,73,110,130,212],"human":[5],"multitasking,":[6,41,82],"there":[7],"is":[8,39,43,138,173,208],"a":[9,53,70,96,107],"growing":[10],"body":[11],"literature":[13],"in":[14,36,59,210],"computational":[16],"intelligence":[17],"community":[18],"dedicated":[19],"to":[20,45,79,117,134],"solving":[21,57,69],"multiple":[22,47],"problems":[23,50,74],"concurrently.":[24],"One":[25],"research":[28],"areas":[29],"that":[30,149,180,202],"have":[31,181],"been":[32,183],"receiving":[33],"much":[34],"attention":[35],"this":[37],"topic":[38],"evolutionary":[40,64,81,101,177],"which":[42,132],"able":[44],"solve":[46],"complicated":[48],"optimization":[49],"together,":[51],"yielding":[52],"better":[54],"result":[55,109],"than":[56],"them":[58],"isolation.":[60],"However,":[61],"researches":[62],"on":[63,68,195],"multitasking":[65,102],"mostly":[66],"focus":[67],"small":[71],"number":[72],"together.":[75],"In":[76,126],"an":[77],"attempt":[78],"improve":[80],"we":[83],"propose":[84],"Many-Task":[85],"Multi-Armed":[86,111],"Bandit":[87,112],"Evolutionary":[88,196],"Algorithm":[89],"(Ma":[90],"<sup":[91,151,169,204],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[92,152,170,205],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">2</sup>":[93,153,171,206],"BEA),":[94],"including":[95],"new":[97],"structure":[98],"for":[99],"algorithm.":[103],"It":[104],"also":[105],"adopts":[106],"well-proven":[108],"(MAB)":[113],"as":[114],"method":[116],"control":[118],"adaptive":[120],"knowledge":[121],"exchange":[122],"between":[123,160],"different":[124],"tasks.":[125],"particular,":[127],"action":[129],"selecting":[131],"task":[133],"perform":[135],"inter-task":[136],"crossover":[137],"learned":[139,156],"and":[140,216],"decided":[141],"designed":[144],"MAB":[145],"agent.":[146],"We":[147],"verify":[148],"Ma":[150,168,203],"BEA":[154,172,207],"correctly":[155],"underlying":[158],"relationship":[159],"tasks":[161],"using":[162,185],"simple":[164],"10-task":[165],"benchmarks.":[166],"Besides,":[167],"compared":[174],"with":[175],"other":[176],"many-tasking":[178],"algorithms":[179],"recently":[182],"proposed":[184],"Single-Objective":[187],"Many-task":[188],"benchmark":[189],"from":[190],"WCCI":[192],"2020":[193],"Competition":[194],"Multi-task":[197],"Optimization.":[198],"Empirical":[199],"results":[200],"show":[201],"competitive":[209],"terms":[211],"high":[213],"solution":[214],"quality":[215],"reasonable":[217],"execution":[218],"time.":[219]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":4},{"year":2022,"cited_by_count":2}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}