{"id":"https://openalex.org/W4392909204","doi":"https://doi.org/10.1007/s11063-024-11553-9","title":"A Feature Selection Method Based on Feature-Label Correlation Information and Self-Adaptive MOPSO","display_name":"A Feature Selection Method Based on Feature-Label Correlation Information and Self-Adaptive MOPSO","publication_year":2024,"publication_date":"2024-03-18","ids":{"openalex":"https://openalex.org/W4392909204","doi":"https://doi.org/10.1007/s11063-024-11553-9"},"language":"en","primary_location":{"id":"doi:10.1007/s11063-024-11553-9","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s11063-024-11553-9","pdf_url":"https://link.springer.com/content/pdf/10.1007/s11063-024-11553-9.pdf","source":{"id":"https://openalex.org/S140962798","display_name":"Neural Processing Letters","issn_l":"1370-4621","issn":["1370-4621","1573-773X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Neural Processing Letters","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s11063-024-11553-9.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5101984030","display_name":"Fei Han","orcid":"https://orcid.org/0000-0002-3402-6888"},"institutions":[{"id":"https://openalex.org/I115592961","display_name":"Jiangsu University","ror":"https://ror.org/03jc41j30","country_code":"CN","type":"education","lineage":["https://openalex.org/I115592961"]},{"id":"https://openalex.org/I4210096899","display_name":"Jiangsu University of Science and Technology","ror":"https://ror.org/00tyjp878","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210096899"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Fei Han","raw_affiliation_strings":["Jiangsu Key Laboratory of Security Technology for Industrial Cyberspace, Zhenjiang, 212013, Jiangsu, China","School of Computer Science and Communication Engineering, Jiangsu University, Zhenjiang, 212013, Jiangsu, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Jiangsu Key Laboratory of Security Technology for Industrial Cyberspace, Zhenjiang, 212013, Jiangsu, China","institution_ids":["https://openalex.org/I4210096899"]},{"raw_affiliation_string":"School of Computer Science and Communication Engineering, Jiangsu University, Zhenjiang, 212013, Jiangsu, China","institution_ids":["https://openalex.org/I115592961"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5083575359","display_name":"Fanyu Li","orcid":null},"institutions":[{"id":"https://openalex.org/I115592961","display_name":"Jiangsu University","ror":"https://ror.org/03jc41j30","country_code":"CN","type":"education","lineage":["https://openalex.org/I115592961"]},{"id":"https://openalex.org/I4210096899","display_name":"Jiangsu University of Science and Technology","ror":"https://ror.org/00tyjp878","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210096899"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Fanyu Li","raw_affiliation_strings":["Jiangsu Key Laboratory of Security Technology for Industrial Cyberspace, Zhenjiang, 212013, Jiangsu, China","School of Computer Science and Communication Engineering, Jiangsu University, Zhenjiang, 212013, Jiangsu, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Jiangsu Key Laboratory of Security Technology for Industrial Cyberspace, Zhenjiang, 212013, Jiangsu, China","institution_ids":["https://openalex.org/I4210096899"]},{"raw_affiliation_string":"School of Computer Science and Communication Engineering, Jiangsu University, Zhenjiang, 212013, Jiangsu, China","institution_ids":["https://openalex.org/I115592961"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5041893866","display_name":"Qing-Hua Ling","orcid":null},"institutions":[{"id":"https://openalex.org/I4210096899","display_name":"Jiangsu University of Science and Technology","ror":"https://ror.org/00tyjp878","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210096899"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qinghua Ling","raw_affiliation_strings":["School of Computer Science, Jiangsu University of Science and Technology, Zhenjiang, 212100, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science, Jiangsu University of Science and Technology, Zhenjiang, 212100, China","institution_ids":["https://openalex.org/I4210096899"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087988017","display_name":"Henry Han","orcid":"https://orcid.org/0000-0003-0273-6719"},"institutions":[{"id":"https://openalex.org/I157394403","display_name":"Baylor University","ror":"https://ror.org/005781934","country_code":"US","type":"education","lineage":["https://openalex.org/I157394403"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Henry Han","raw_affiliation_strings":["School of Engineering and Computer Science, Baylor University, Waco, 76798, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Engineering and Computer Science, Baylor University, Waco, 76798, USA","institution_ids":["https://openalex.org/I157394403"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101715346","display_name":"Tianyi Lu","orcid":"https://orcid.org/0000-0001-6388-3419"},"institutions":[{"id":"https://openalex.org/I115592961","display_name":"Jiangsu University","ror":"https://ror.org/03jc41j30","country_code":"CN","type":"education","lineage":["https://openalex.org/I115592961"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Tianyi Lu","raw_affiliation_strings":["School of Computer Science and Communication Engineering, Jiangsu University, Zhenjiang, 212013, Jiangsu, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science and Communication Engineering, Jiangsu University, Zhenjiang, 212013, Jiangsu, China","institution_ids":["https://openalex.org/I115592961"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100586629","display_name":"Zijian Jiao","orcid":null},"institutions":[{"id":"https://openalex.org/I115592961","display_name":"Jiangsu University","ror":"https://ror.org/03jc41j30","country_code":"CN","type":"education","lineage":["https://openalex.org/I115592961"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zijian Jiao","raw_affiliation_strings":["School of Computer Science and Communication Engineering, Jiangsu University, Zhenjiang, 212013, Jiangsu, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science and Communication Engineering, Jiangsu University, Zhenjiang, 212013, Jiangsu, China","institution_ids":["https://openalex.org/I115592961"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100705312","display_name":"Haonan Zhang","orcid":"https://orcid.org/0000-0002-9671-2058"},"institutions":[{"id":"https://openalex.org/I115592961","display_name":"Jiangsu University","ror":"https://ror.org/03jc41j30","country_code":"CN","type":"education","lineage":["https://openalex.org/I115592961"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Haonan Zhang","raw_affiliation_strings":["School of Computer Science and Communication Engineering, Jiangsu University, Zhenjiang, 212013, Jiangsu, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science and Communication Engineering, Jiangsu University, Zhenjiang, 212013, Jiangsu, China","institution_ids":["https://openalex.org/I115592961"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5101984030"],"corresponding_institution_ids":["https://openalex.org/I115592961","https://openalex.org/I4210096899"],"apc_list":{"value":2390,"currency":"EUR","value_usd":2990},"apc_paid":{"value":2390,"currency":"EUR","value_usd":2990},"fwci":3.0563,"has_fulltext":true,"cited_by_count":13,"citation_normalized_percentile":{"value":0.92040334,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":"56","issue":"2","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10100","display_name":"Metaheuristic Optimization Algorithms Research","score":0.9907000064849854,"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":0.9907000064849854,"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":0.9868999719619751,"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/T12535","display_name":"Machine Learning and Data Classification","score":0.9796000123023987,"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/feature-selection","display_name":"Feature selection","score":0.7654750347137451},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.7046924829483032},{"id":"https://openalex.org/keywords/computational-intelligence","display_name":"Computational intelligence","score":0.6922731399536133},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.6521791219711304},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6189842224121094},{"id":"https://openalex.org/keywords/correlation","display_name":"Correlation","score":0.588860034942627},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5782498121261597},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.49730804562568665},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3621266186237335},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.27484816312789917}],"concepts":[{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.7654750347137451},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.7046924829483032},{"id":"https://openalex.org/C139502532","wikidata":"https://www.wikidata.org/wiki/Q1122090","display_name":"Computational intelligence","level":2,"score":0.6922731399536133},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.6521791219711304},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6189842224121094},{"id":"https://openalex.org/C117220453","wikidata":"https://www.wikidata.org/wiki/Q5172842","display_name":"Correlation","level":2,"score":0.588860034942627},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5782498121261597},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.49730804562568665},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3621266186237335},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.27484816312789917},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/s11063-024-11553-9","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s11063-024-11553-9","pdf_url":"https://link.springer.com/content/pdf/10.1007/s11063-024-11553-9.pdf","source":{"id":"https://openalex.org/S140962798","display_name":"Neural Processing Letters","issn_l":"1370-4621","issn":["1370-4621","1573-773X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Neural Processing Letters","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1007/s11063-024-11553-9","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s11063-024-11553-9","pdf_url":"https://link.springer.com/content/pdf/10.1007/s11063-024-11553-9.pdf","source":{"id":"https://openalex.org/S140962798","display_name":"Neural Processing Letters","issn_l":"1370-4621","issn":["1370-4621","1573-773X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Neural Processing Letters","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G3757716652","display_name":null,"funder_award_id":"61572241","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6109895777","display_name":null,"funder_award_id":"61976108","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":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4392909204.pdf"},"referenced_works_count":38,"referenced_works":["https://openalex.org/W1418108976","https://openalex.org/W2019683663","https://openalex.org/W2022485595","https://openalex.org/W2063910191","https://openalex.org/W2068411105","https://openalex.org/W2074001187","https://openalex.org/W2111882541","https://openalex.org/W2143381319","https://openalex.org/W2152195021","https://openalex.org/W2165171393","https://openalex.org/W2567327143","https://openalex.org/W2742872593","https://openalex.org/W2813026946","https://openalex.org/W2914466649","https://openalex.org/W2953150647","https://openalex.org/W2987257425","https://openalex.org/W2995694143","https://openalex.org/W3006924935","https://openalex.org/W3022354460","https://openalex.org/W3024333932","https://openalex.org/W3046910774","https://openalex.org/W3122730073","https://openalex.org/W3124789242","https://openalex.org/W3128751695","https://openalex.org/W3153954529","https://openalex.org/W3171108457","https://openalex.org/W3191602072","https://openalex.org/W3215091559","https://openalex.org/W4220690359","https://openalex.org/W4220814384","https://openalex.org/W4225288501","https://openalex.org/W4281669252","https://openalex.org/W4308638528","https://openalex.org/W4312420021","https://openalex.org/W4327600889","https://openalex.org/W4364366554","https://openalex.org/W4381186279","https://openalex.org/W4386865729"],"related_works":["https://openalex.org/W4205762803","https://openalex.org/W2736674626","https://openalex.org/W2973875853","https://openalex.org/W2535856026","https://openalex.org/W2265065644","https://openalex.org/W2134699697","https://openalex.org/W3017188156","https://openalex.org/W2322875716","https://openalex.org/W4386564352","https://openalex.org/W2952668426"],"abstract_inverted_index":{"Abstract":[0],"Feature":[1],"selection":[2,46,56,121],"can":[3],"be":[4],"seen":[5],"as":[6],"a":[7,16,103,118,144,205],"multi-objective":[8],"task,":[9],"where":[10],"the":[11,31,65,74,81,88,95,112,128,132,138,141,153,157,172,191,195,200],"goal":[12],"is":[13,124,160,168],"to":[14,80,105,170,182,199],"select":[15],"subset":[17,208],"of":[18,98,130,140,156,194],"features":[19],"that":[20,148],"exhibit":[21],"minimal":[22],"correlation":[23,29],"among":[24],"themselves":[25],"while":[26],"maximizing":[27],"their":[28],"with":[30,127],"target":[32],"label.":[33],"Multi-objective":[34],"particle":[35,158,173],"swarm":[36,159,174],"optimization":[37],"algorithm":[38,197],"(MOPSO)":[39],"has":[40,48,102],"been":[41],"extensively":[42],"utilized":[43],"for":[44],"feature":[45,55,75,120,207],"and":[47,60,93,136,181,214],"achieved":[49],"good":[50],"performance.":[51],"However,":[52],"most":[53],"MOPSO-based":[54],"methods":[57],"are":[58],"random":[59],"lack":[61],"knowledge":[62],"guidance":[63],"in":[64,73,108,178],"initialization":[66,146,154],"process,":[67],"ignoring":[68],"certain":[69],"valuable":[70],"prior":[71,150,185],"information":[72,151],"data,":[76],"which":[77],"may":[78],"lead":[79],"generated":[82],"initial":[83,133],"population":[84],"being":[85],"far":[86],"from":[87,175],"true":[89],"Pareto":[90],"front":[91],"(PF)":[92],"influence":[94],"population\u2019s":[96],"rate":[97],"convergence.":[99],"Additionally,":[100],"MOPSO":[101],"propensity":[104],"become":[106],"stuck":[107,177],"local":[109,179],"optima":[110,180],"during":[111,152],"later":[113],"iterations.":[114],"In":[115],"this":[116],"paper,":[117],"novel":[119,145],"method":[122],"(fMOPSO-FS)":[123],"proposed.":[125,161],"Firstly,":[126],"aim":[129],"improving":[131],"solution":[134],"quality":[135],"fostering":[137],"interpretability":[139],"selected":[142],"features,":[143],"strategy":[147,167],"incorporates":[149],"process":[155],"Furthermore,":[162],"an":[163],"adaptive":[164],"hybrid":[165],"mutation":[166],"proposed":[169,196],"avoid":[171],"getting":[176],"further":[183],"leverage":[184],"information.":[186],"The":[187],"experimental":[188],"results":[189],"demonstrate":[190],"superior":[192,206],"performance":[193],"compared":[198],"comparison":[201],"algorithms.":[202],"It":[203],"yields":[204],"on":[209],"nine":[210],"UCI":[211],"benchmark":[212],"datasets":[213],"six":[215],"gene":[216],"expression":[217],"profile":[218],"datasets.":[219]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":7},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":2}],"updated_date":"2026-06-13T06:13:01.061226","created_date":"2025-10-10T00:00:00"}
