{"id":"https://openalex.org/W4404057064","doi":"https://doi.org/10.1109/tevc.2024.3491155","title":"DPP-HSS: Toward Fast and Scalable Hypervolume Subset Selection for Many-Objective Optimization","display_name":"DPP-HSS: Toward Fast and Scalable Hypervolume Subset Selection for Many-Objective Optimization","publication_year":2024,"publication_date":"2024-11-05","ids":{"openalex":"https://openalex.org/W4404057064","doi":"https://doi.org/10.1109/tevc.2024.3491155"},"language":"en","primary_location":{"id":"doi:10.1109/tevc.2024.3491155","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tevc.2024.3491155","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/A5103060075","display_name":"Cheng Gong","orcid":"https://orcid.org/0000-0001-7859-1777"},"institutions":[{"id":"https://openalex.org/I168719708","display_name":"City University of Hong Kong","ror":"https://ror.org/03q8dnn23","country_code":"HK","type":"education","lineage":["https://openalex.org/I168719708"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Cheng Gong","raw_affiliation_strings":["Department of Computer Science, City University of Hong Kong, Hong Kong, China","Department of Computer Science, City University of Hong Kong, Hong Kong"],"raw_orcid":"https://orcid.org/0000-0001-7859-1777","affiliations":[{"raw_affiliation_string":"Department of Computer Science, City University of Hong Kong, Hong Kong, China","institution_ids":["https://openalex.org/I168719708"]},{"raw_affiliation_string":"Department of Computer Science, City University of Hong Kong, Hong Kong","institution_ids":["https://openalex.org/I168719708"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010769113","display_name":"Yang Nan","orcid":"https://orcid.org/0000-0001-8396-294X"},"institutions":[{"id":"https://openalex.org/I3045169105","display_name":"Southern University of Science and Technology","ror":"https://ror.org/049tv2d57","country_code":"CN","type":"education","lineage":["https://openalex.org/I3045169105"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yang Nan","raw_affiliation_strings":["Department of Computer Science and Engineering, Southern University of Science and Technology, Shenzhen, China"],"raw_orcid":"https://orcid.org/0000-0001-8396-294X","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Southern University of Science and Technology, Shenzhen, China","institution_ids":["https://openalex.org/I3045169105"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101431757","display_name":"Ke Shang","orcid":"https://orcid.org/0000-0003-2363-9504"},"institutions":[{"id":"https://openalex.org/I180726961","display_name":"Shenzhen University","ror":"https://ror.org/01vy4gh70","country_code":"CN","type":"education","lineage":["https://openalex.org/I180726961"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ke Shang","raw_affiliation_strings":["National Engineering Laboratory for Big Data System Computing Technology, Shenzhen University, Shenzhen, China"],"raw_orcid":"https://orcid.org/0000-0003-2363-9504","affiliations":[{"raw_affiliation_string":"National Engineering Laboratory for Big Data System Computing Technology, Shenzhen University, Shenzhen, China","institution_ids":["https://openalex.org/I180726961"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069989561","display_name":"Ping Guo","orcid":"https://orcid.org/0000-0001-5412-914X"},"institutions":[{"id":"https://openalex.org/I168719708","display_name":"City University of Hong Kong","ror":"https://ror.org/03q8dnn23","country_code":"HK","type":"education","lineage":["https://openalex.org/I168719708"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Ping Guo","raw_affiliation_strings":["Department of Computer Science, City University of Hong Kong, Hong Kong, China","Department of Computer Science, City University of Hong Kong, Hong Kong"],"raw_orcid":"https://orcid.org/0000-0001-5412-914X","affiliations":[{"raw_affiliation_string":"Department of Computer Science, City University of Hong Kong, Hong Kong, China","institution_ids":["https://openalex.org/I168719708"]},{"raw_affiliation_string":"Department of Computer Science, City University of Hong Kong, Hong Kong","institution_ids":["https://openalex.org/I168719708"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5035595838","display_name":"Hisao Ishibuchi","orcid":"https://orcid.org/0000-0001-9186-6472"},"institutions":[{"id":"https://openalex.org/I3045169105","display_name":"Southern University of Science and Technology","ror":"https://ror.org/049tv2d57","country_code":"CN","type":"education","lineage":["https://openalex.org/I3045169105"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hisao Ishibuchi","raw_affiliation_strings":["Department of Computer Science and Engineering, Southern University of Science and Technology, Shenzhen, China"],"raw_orcid":"https://orcid.org/0000-0001-9186-6472","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Southern University of Science and Technology, Shenzhen, China","institution_ids":["https://openalex.org/I3045169105"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5000546219","display_name":"Qingfu Zhang","orcid":"https://orcid.org/0000-0003-0786-0671"},"institutions":[{"id":"https://openalex.org/I168719708","display_name":"City University of Hong Kong","ror":"https://ror.org/03q8dnn23","country_code":"HK","type":"education","lineage":["https://openalex.org/I168719708"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Qingfu Zhang","raw_affiliation_strings":["Department of Computer Science, City University of Hong Kong, Hong Kong, China","Department of Computer Science, City University of Hong Kong, Hong Kong"],"raw_orcid":"https://orcid.org/0000-0003-0786-0671","affiliations":[{"raw_affiliation_string":"Department of Computer Science, City University of Hong Kong, Hong Kong, China","institution_ids":["https://openalex.org/I168719708"]},{"raw_affiliation_string":"Department of Computer Science, City University of Hong Kong, Hong Kong","institution_ids":["https://openalex.org/I168719708"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.21544944,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"29","issue":"6","first_page":"2506","last_page":"2520"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10791","display_name":"Advanced Control Systems Optimization","score":0.9937000274658203,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10791","display_name":"Advanced Control Systems Optimization","score":0.9937000274658203,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10848","display_name":"Advanced Multi-Objective Optimization Algorithms","score":0.9904999732971191,"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/T11053","display_name":"Process Optimization and Integration","score":0.9736999869346619,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/multi-objective-optimization","display_name":"Multi-objective optimization","score":0.6598584651947021},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.6370599269866943},{"id":"https://openalex.org/keywords/scalability","display_name":"Scalability","score":0.5833565592765808},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.5644110441207886},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5241782069206238},{"id":"https://openalex.org/keywords/evolutionary-algorithm","display_name":"Evolutionary algorithm","score":0.46487975120544434},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.38375452160835266},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.33487212657928467}],"concepts":[{"id":"https://openalex.org/C68781425","wikidata":"https://www.wikidata.org/wiki/Q2052203","display_name":"Multi-objective optimization","level":2,"score":0.6598584651947021},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.6370599269866943},{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.5833565592765808},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.5644110441207886},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5241782069206238},{"id":"https://openalex.org/C159149176","wikidata":"https://www.wikidata.org/wiki/Q14489129","display_name":"Evolutionary algorithm","level":2,"score":0.46487975120544434},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.38375452160835266},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.33487212657928467},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tevc.2024.3491155","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tevc.2024.3491155","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":[],"awards":[{"id":"https://openalex.org/G6722582353","display_name":null,"funder_award_id":"62276223","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7543514444","display_name":null,"funder_award_id":"62250710163","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8451601991","display_name":null,"funder_award_id":"62376115","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":46,"referenced_works":["https://openalex.org/W61339854","https://openalex.org/W224959492","https://openalex.org/W1480517346","https://openalex.org/W1491287429","https://openalex.org/W1543520236","https://openalex.org/W1558919105","https://openalex.org/W1846834309","https://openalex.org/W2008049315","https://openalex.org/W2022485595","https://openalex.org/W2029496228","https://openalex.org/W2038420231","https://openalex.org/W2060727197","https://openalex.org/W2087356051","https://openalex.org/W2090797242","https://openalex.org/W2098642746","https://openalex.org/W2098907614","https://openalex.org/W2108968575","https://openalex.org/W2110786553","https://openalex.org/W2116938494","https://openalex.org/W2117068724","https://openalex.org/W2126105956","https://openalex.org/W2132936405","https://openalex.org/W2135722125","https://openalex.org/W2138779671","https://openalex.org/W2143381319","https://openalex.org/W2260039808","https://openalex.org/W2336282002","https://openalex.org/W2466060750","https://openalex.org/W2803331670","https://openalex.org/W2810027848","https://openalex.org/W2893653004","https://openalex.org/W2898244975","https://openalex.org/W2901472199","https://openalex.org/W2972510393","https://openalex.org/W2997125198","https://openalex.org/W2997546679","https://openalex.org/W2998757713","https://openalex.org/W2999617871","https://openalex.org/W3126229264","https://openalex.org/W3177376447","https://openalex.org/W3195570827","https://openalex.org/W4302557773","https://openalex.org/W4310844685","https://openalex.org/W4312253456","https://openalex.org/W4360770793","https://openalex.org/W4407812518"],"related_works":["https://openalex.org/W4318426920","https://openalex.org/W2055791821","https://openalex.org/W2906115061","https://openalex.org/W2977596624","https://openalex.org/W2162013778","https://openalex.org/W2145877535","https://openalex.org/W2153873031","https://openalex.org/W570431388","https://openalex.org/W2637862190","https://openalex.org/W2611723089"],"abstract_inverted_index":{"Hypervolume":[0],"subset":[1,40],"selection":[2,22],"(HSS)":[3],"has":[4,10],"received":[5],"significant":[6,204],"attention":[7],"since":[8],"it":[9],"a":[11,49,103,109,152,163,174],"strong":[12],"connection":[13],"with":[14,212,225],"evolutionary":[15],"multiobjective":[16],"optimization":[17,117,177],"(EMO),":[18],"such":[19],"as":[20,173],"environment":[21],"and":[23,86,111,145,206],"post-processing":[24],"to":[25,36,48,161,191,227],"identify":[26],"representative":[27],"solutions":[28],"for":[29,115,151],"decision-makers.":[30],"The":[31],"goal":[32],"of":[33,82,89,131,148,230],"HSS":[34,55,75,99,113,154,169,187,214],"is":[35,72,93,128,158,171,189],"find":[37],"the":[38,43,80,87,120,143,167,181,200,228],"optimal":[39],"that":[41,199],"maximizes":[42],"hypervolume":[44],"(HV)":[45],"indicator":[46],"subject":[47],"given":[50,153],"cardinality":[51],"constraint.":[52],"However,":[53],"existing":[54],"algorithms":[56,215],"or":[57],"related":[58],"methods":[59],"are":[60],"not":[61],"efficient":[62],"in":[63,67,210],"achieving":[64],"good":[65,104,207,223],"performance":[66,209],"high-dimensional":[68],"objective":[69],"spaces.":[70],"This":[71,156],"primarily":[73],"because":[74],"problems":[76,100],"become":[77],"NP-hard":[78],"when":[79],"number":[81,229],"objectives":[83],"exceeds":[84],"two,":[85],"calculation":[88],"HV":[90,138,208],"contribution":[91],"(HVC)":[92],"very":[94,222],"time-consuming.":[95],"To":[96],"efficiently":[97],"solve":[98,192],"while":[101],"maintaining":[102],"solution":[105,150],"quality,":[106],"we":[107],"propose":[108],"fast":[110],"scalable":[112],"method":[114],"many-objective":[116],"based":[118,179],"on":[119,180,216],"determinantal":[121],"point":[122],"process":[123],"(DPP),":[124],"named":[125],"DPP-HSS,":[126],"which":[127],"fully":[129],"free":[130],"HVC":[132],"calculation.":[133],"Specifically,":[134],"DPP-HSS":[135,202,220],"constructs":[136],"an":[137],"kernel":[139],"matrix":[140,157],"by":[141],"extracting":[142],"convergence":[144],"diversity":[146],"representations":[147],"each":[149],"problem.":[155,195],"then":[159],"used":[160],"build":[162],"DPP":[164],"model.":[165,183],"Subsequently,":[166],"original":[168],"problem":[170,178],"reformulated":[172],"new":[175],"maximization":[176],"constructed":[182],"A":[184],"greedy":[185],"DPP-based":[186],"algorithm":[188],"implemented":[190],"this":[193],"transformed":[194],"Extensive":[196],"experiments":[197],"show":[198],"proposed":[201],"achieves":[203],"speedup":[205],"comparison":[211],"state-of-the-art":[213],"benchmark":[217],"problems.":[218],"Furthermore,":[219],"demonstrates":[221],"scalability":[224],"respect":[226],"objectives.":[231]},"counts_by_year":[],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}