{"id":"https://openalex.org/W4410866789","doi":"https://doi.org/10.1007/s40747-025-01941-6","title":"An adaptive initialization and multitasking based evolutionary algorithm for bi-objective feature selection in classification","display_name":"An adaptive initialization and multitasking based evolutionary algorithm for bi-objective feature selection in classification","publication_year":2025,"publication_date":"2025-05-29","ids":{"openalex":"https://openalex.org/W4410866789","doi":"https://doi.org/10.1007/s40747-025-01941-6"},"language":"en","primary_location":{"id":"doi:10.1007/s40747-025-01941-6","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s40747-025-01941-6","pdf_url":"https://link.springer.com/content/pdf/10.1007/s40747-025-01941-6.pdf","source":{"id":"https://openalex.org/S3035462843","display_name":"Complex & Intelligent Systems","issn_l":"2198-6053","issn":["2198-6053","2199-4536"],"is_oa":true,"is_in_doaj":true,"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-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Complex &amp; Intelligent Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://link.springer.com/content/pdf/10.1007/s40747-025-01941-6.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5062501830","display_name":"Hang Xu","orcid":"https://orcid.org/0000-0002-3376-9487"},"institutions":[{"id":"https://openalex.org/I64449678","display_name":"Putian University","ror":"https://ror.org/00jmsxk74","country_code":"CN","type":"education","lineage":["https://openalex.org/I64449678"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Hang Xu","raw_affiliation_strings":["School of Mechanical, Electrical & Information Engineering, Putian University, Putian, 351100, China"],"affiliations":[{"raw_affiliation_string":"School of Mechanical, Electrical & Information Engineering, Putian University, Putian, 351100, China","institution_ids":["https://openalex.org/I64449678"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5077569089","display_name":"Bing Xue","orcid":"https://orcid.org/0000-0002-4865-8026"},"institutions":[{"id":"https://openalex.org/I41156924","display_name":"Victoria University of Wellington","ror":"https://ror.org/0040r6f76","country_code":"NZ","type":"education","lineage":["https://openalex.org/I41156924"]}],"countries":["NZ"],"is_corresponding":false,"raw_author_name":"Bing Xue","raw_affiliation_strings":["Center for Data Science and Artificial Intelligence & School of Engineering and Computer Science, Victoria University of Wellington, Wellington, 6140, New Zealand"],"affiliations":[{"raw_affiliation_string":"Center for Data Science and Artificial Intelligence & School of Engineering and Computer Science, Victoria University of Wellington, Wellington, 6140, New Zealand","institution_ids":["https://openalex.org/I41156924"]}]},{"author_position":"last","author":{"id":null,"display_name":"Mengjie Zhang","orcid":null},"institutions":[{"id":"https://openalex.org/I41156924","display_name":"Victoria University of Wellington","ror":"https://ror.org/0040r6f76","country_code":"NZ","type":"education","lineage":["https://openalex.org/I41156924"]}],"countries":["NZ"],"is_corresponding":false,"raw_author_name":"Mengjie Zhang","raw_affiliation_strings":["Center for Data Science and Artificial Intelligence & School of Engineering and Computer Science, Victoria University of Wellington, Wellington, 6140, New Zealand"],"affiliations":[{"raw_affiliation_string":"Center for Data Science and Artificial Intelligence & School of Engineering and Computer Science, Victoria University of Wellington, Wellington, 6140, New Zealand","institution_ids":["https://openalex.org/I41156924"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5062501830"],"corresponding_institution_ids":["https://openalex.org/I64449678"],"apc_list":{"value":1320,"currency":"GBP","value_usd":1619},"apc_paid":{"value":1320,"currency":"GBP","value_usd":1619},"fwci":1.348,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":{"value":0.82483184,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":"11","issue":"7","first_page":null,"last_page":null},"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/T10100","display_name":"Metaheuristic Optimization Algorithms Research","score":0.9987999796867371,"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/T11975","display_name":"Evolutionary Algorithms and Applications","score":0.9970999956130981,"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/human-multitasking","display_name":"Human multitasking","score":0.8881151080131531},{"id":"https://openalex.org/keywords/initialization","display_name":"Initialization","score":0.849027156829834},{"id":"https://openalex.org/keywords/computational-intelligence","display_name":"Computational intelligence","score":0.6845159530639648},{"id":"https://openalex.org/keywords/feature-selection","display_name":"Feature selection","score":0.6705227494239807},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6401054263114929},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.5889396667480469},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5609954595565796},{"id":"https://openalex.org/keywords/evolutionary-algorithm","display_name":"Evolutionary algorithm","score":0.5272245407104492},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.5252265930175781},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4695003032684326},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3899793326854706},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.15749701857566833},{"id":"https://openalex.org/keywords/cognitive-psychology","display_name":"Cognitive psychology","score":0.10836681723594666}],"concepts":[{"id":"https://openalex.org/C107418235","wikidata":"https://www.wikidata.org/wiki/Q1520565","display_name":"Human multitasking","level":2,"score":0.8881151080131531},{"id":"https://openalex.org/C114466953","wikidata":"https://www.wikidata.org/wiki/Q6034165","display_name":"Initialization","level":2,"score":0.849027156829834},{"id":"https://openalex.org/C139502532","wikidata":"https://www.wikidata.org/wiki/Q1122090","display_name":"Computational intelligence","level":2,"score":0.6845159530639648},{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.6705227494239807},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6401054263114929},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.5889396667480469},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5609954595565796},{"id":"https://openalex.org/C159149176","wikidata":"https://www.wikidata.org/wiki/Q14489129","display_name":"Evolutionary algorithm","level":2,"score":0.5272245407104492},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.5252265930175781},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4695003032684326},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3899793326854706},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.15749701857566833},{"id":"https://openalex.org/C180747234","wikidata":"https://www.wikidata.org/wiki/Q23373","display_name":"Cognitive psychology","level":1,"score":0.10836681723594666},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"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}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1007/s40747-025-01941-6","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s40747-025-01941-6","pdf_url":"https://link.springer.com/content/pdf/10.1007/s40747-025-01941-6.pdf","source":{"id":"https://openalex.org/S3035462843","display_name":"Complex & Intelligent Systems","issn_l":"2198-6053","issn":["2198-6053","2199-4536"],"is_oa":true,"is_in_doaj":true,"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-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Complex &amp; Intelligent Systems","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:50741f9288464e1eadcac99f0185d374","is_oa":true,"landing_page_url":"https://doaj.org/article/50741f9288464e1eadcac99f0185d374","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Complex & Intelligent Systems, Vol 11, Iss 7, Pp 1-25 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1007/s40747-025-01941-6","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s40747-025-01941-6","pdf_url":"https://link.springer.com/content/pdf/10.1007/s40747-025-01941-6.pdf","source":{"id":"https://openalex.org/S3035462843","display_name":"Complex & Intelligent Systems","issn_l":"2198-6053","issn":["2198-6053","2199-4536"],"is_oa":true,"is_in_doaj":true,"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-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Complex &amp; Intelligent Systems","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1259549522","display_name":null,"funder_award_id":"VUW1914","funder_id":"https://openalex.org/F4320335369","funder_display_name":"Marsden Fund"},{"id":"https://openalex.org/G1616156579","display_name":null,"funder_award_id":"2020J05213","funder_id":"https://openalex.org/F4320321878","funder_display_name":"Natural Science Foundation of Fujian Province"},{"id":"https://openalex.org/G5000515651","display_name":null,"funder_award_id":"VUW1913","funder_id":"https://openalex.org/F4320316156","funder_display_name":"New Zealand Government"},{"id":"https://openalex.org/G5426661128","display_name":null,"funder_award_id":"VUW1913","funder_id":"https://openalex.org/F4320335369","funder_display_name":"Marsden Fund"},{"id":"https://openalex.org/G6018342975","display_name":null,"funder_award_id":"62103209","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6908269673","display_name":null,"funder_award_id":"VUW1914","funder_id":"https://openalex.org/F4320316156","funder_display_name":"New Zealand Government"}],"funders":[{"id":"https://openalex.org/F4320316156","display_name":"New Zealand Government","ror":"https://ror.org/04v3jxv31"},{"id":"https://openalex.org/F4320320802","display_name":"Victoria University of Wellington","ror":"https://ror.org/0040r6f76"},{"id":"https://openalex.org/F4320320976","display_name":"Victoria University","ror":"https://ror.org/04j757h98"},{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320321878","display_name":"Natural Science Foundation of Fujian Province","ror":null},{"id":"https://openalex.org/F4320326529","display_name":"Putian University","ror":"https://ror.org/00jmsxk74"},{"id":"https://openalex.org/F4320329501","display_name":"Serono Symposia International Foundation","ror":null},{"id":"https://openalex.org/F4320335369","display_name":"Marsden Fund","ror":null}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4410866789.pdf","grobid_xml":"https://content.openalex.org/works/W4410866789.grobid-xml"},"referenced_works_count":69,"referenced_works":["https://openalex.org/W1543715688","https://openalex.org/W1659842140","https://openalex.org/W1964042173","https://openalex.org/W2020320008","https://openalex.org/W2022485595","https://openalex.org/W2039667767","https://openalex.org/W2090096246","https://openalex.org/W2108968575","https://openalex.org/W2109928590","https://openalex.org/W2126105956","https://openalex.org/W2143381319","https://openalex.org/W2153654820","https://openalex.org/W2329749247","https://openalex.org/W2398981591","https://openalex.org/W2410677328","https://openalex.org/W2510493362","https://openalex.org/W2764251381","https://openalex.org/W2780725426","https://openalex.org/W2786330044","https://openalex.org/W2888338796","https://openalex.org/W2939164430","https://openalex.org/W2943480356","https://openalex.org/W2946739419","https://openalex.org/W3004476750","https://openalex.org/W3040370018","https://openalex.org/W3048981013","https://openalex.org/W3086548118","https://openalex.org/W3116987230","https://openalex.org/W3117528838","https://openalex.org/W3137665052","https://openalex.org/W3183992282","https://openalex.org/W3186153394","https://openalex.org/W3192856315","https://openalex.org/W3205373220","https://openalex.org/W3205533894","https://openalex.org/W3205639353","https://openalex.org/W3206292455","https://openalex.org/W3207161601","https://openalex.org/W4200521284","https://openalex.org/W4226076932","https://openalex.org/W4226364607","https://openalex.org/W4232981643","https://openalex.org/W4236765470","https://openalex.org/W4237638342","https://openalex.org/W4249247926","https://openalex.org/W4285805359","https://openalex.org/W4292336562","https://openalex.org/W4312405956","https://openalex.org/W4313186370","https://openalex.org/W4313812326","https://openalex.org/W4319729864","https://openalex.org/W4321604789","https://openalex.org/W4323338346","https://openalex.org/W4360985227","https://openalex.org/W4362725244","https://openalex.org/W4365142640","https://openalex.org/W4365458164","https://openalex.org/W4365459358","https://openalex.org/W4383220521","https://openalex.org/W4384698367","https://openalex.org/W4385260532","https://openalex.org/W4385424242","https://openalex.org/W4385833324","https://openalex.org/W4392041493","https://openalex.org/W4398188204","https://openalex.org/W4399422005","https://openalex.org/W4399704367","https://openalex.org/W4404723804","https://openalex.org/W4405580713"],"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/W2116464912"],"abstract_inverted_index":{"Evolutionary":[0],"algorithms":[1,46,137],"have":[2],"become":[3],"a":[4,23,58,96,106,112,121,169],"widely-used":[5,185],"approach":[6],"for":[7,85,109,160],"solving":[8],"multi-objective":[9,44],"optimization":[10,26],"problems":[11],"over":[12],"the":[13,33,37,51,133,143,154,165,171],"last":[14],"decades,":[15],"while":[16,111],"feature":[17,80],"selection":[18,81],"in":[19,62,82,181],"classification":[20,34,148],"is":[21,75,101,116],"also":[22,117,158],"discrete":[24],"bi-objective":[25,79],"problem":[27],"that":[28],"aims":[29],"at":[30],"simultaneously":[31],"minimizing":[32],"error":[35],"and":[36,68,126,153,194],"number":[38,53],"of":[39,54,98,183],"selected":[40],"features.":[41],"However,":[42],"traditional":[43],"evolutionary":[45,71],"often":[47],"encounter":[48],"drawbacks":[49],"when":[50],"total":[52],"features":[55],"grows":[56],"to":[57,77,104,140],"large-scale":[59,86],"level.":[60],"Thus,":[61],"this":[63],"paper,":[64],"an":[65,90,127],"adaptive":[66,91],"initialization":[67,92],"multitasking":[69],"based":[70,94],"algorithm,":[72],"termed":[73],"AIMEA,":[74],"proposed":[76,144,172],"tackle":[78],"classification,":[83],"especially":[84],"datasets.":[87,149],"More":[88],"specifically,":[89],"mechanism":[93,125],"on":[95,146,164,178],"set":[97,102],"task-related":[99],"subpopulations":[100],"up":[103,119],"provide":[105],"promising":[107],"start":[108],"evolution,":[110],"dynamic":[113],"multitask":[114,123],"framework":[115],"built":[118],"with":[120,142,189],"flexible":[122],"merging":[124],"effective":[128],"hybrid":[129],"reproduction":[130],"mechanism.":[131],"In":[132],"experiments,":[134],"7":[135],"existing":[136],"are":[138,157],"used":[139],"compare":[141],"AIMEA":[145,173],"20":[147],"The":[150],"Wilcoxon\u2019s":[151],"Test":[152,156],"Friedman\u2019s":[155],"adopted":[159],"more":[161],"comprehensive":[162],"analyses":[163],"experiment":[166],"results.":[167],"As":[168],"result,":[170],"shows":[174],"significantly":[175],"better":[176,195],"performances":[177],"most":[179],"datasets":[180],"terms":[182],"3":[184],"performance":[186],"indicators,":[187],"along":[188],"generally":[190],"less":[191],"computational":[192],"time":[193],"solution":[196],"distributions.":[197]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-04-21T08:09:41.155169","created_date":"2025-10-10T00:00:00"}
