{"id":"https://openalex.org/W2910328857","doi":"https://doi.org/10.1109/tfuzz.2019.2892363","title":"Multiobjective Evolutionary Feature Selection for Fuzzy Classification","display_name":"Multiobjective Evolutionary Feature Selection for Fuzzy Classification","publication_year":2019,"publication_date":"2019-01-15","ids":{"openalex":"https://openalex.org/W2910328857","doi":"https://doi.org/10.1109/tfuzz.2019.2892363","mag":"2910328857"},"language":"en","primary_location":{"id":"doi:10.1109/tfuzz.2019.2892363","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tfuzz.2019.2892363","pdf_url":null,"source":{"id":"https://openalex.org/S134177497","display_name":"IEEE Transactions on Fuzzy Systems","issn_l":"1063-6706","issn":["1063-6706","1941-0034"],"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 Fuzzy Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"http://hdl.handle.net/11392/2404030","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5043841208","display_name":"Fernando Jim\u00e9nez","orcid":"https://orcid.org/0000-0001-5844-4163"},"institutions":[{"id":"https://openalex.org/I80180929","display_name":"Universidad de Murcia","ror":"https://ror.org/03p3aeb86","country_code":"ES","type":"education","lineage":["https://openalex.org/I80180929"]}],"countries":["ES"],"is_corresponding":true,"raw_author_name":"Fernando Jimenez","raw_affiliation_strings":["Department of Information Engineering and Communications, University of Murcia, Murcia, Spain"],"affiliations":[{"raw_affiliation_string":"Department of Information Engineering and Communications, University of Murcia, Murcia, Spain","institution_ids":["https://openalex.org/I80180929"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5012036726","display_name":"Carlos Mart\u00ednez-Cort\u00e9s","orcid":"https://orcid.org/0000-0002-5029-3089"},"institutions":[{"id":"https://openalex.org/I80180929","display_name":"Universidad de Murcia","ror":"https://ror.org/03p3aeb86","country_code":"ES","type":"education","lineage":["https://openalex.org/I80180929"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Carlos Martinez","raw_affiliation_strings":["International Doctorate School of the University of Murcia, Murcia, Spain"],"affiliations":[{"raw_affiliation_string":"International Doctorate School of the University of Murcia, Murcia, Spain","institution_ids":["https://openalex.org/I80180929"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5007042348","display_name":"Enrico Marzano","orcid":null},"institutions":[{"id":"https://openalex.org/I4210146429","display_name":"A.P.E. Research (Italy)","ror":"https://ror.org/04yejes77","country_code":"IT","type":"company","lineage":["https://openalex.org/I4210146429"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Enrico Marzano","raw_affiliation_strings":["G.A.P. Srl, Bari, Italy"],"affiliations":[{"raw_affiliation_string":"G.A.P. Srl, Bari, Italy","institution_ids":["https://openalex.org/I4210146429"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009305191","display_name":"Jos\u00e9 Palma","orcid":"https://orcid.org/0000-0003-2502-4378"},"institutions":[{"id":"https://openalex.org/I80180929","display_name":"Universidad de Murcia","ror":"https://ror.org/03p3aeb86","country_code":"ES","type":"education","lineage":["https://openalex.org/I80180929"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Jose Tomas Palma","raw_affiliation_strings":["Department of Information Engineering and Communications, University of Murcia, Murcia, Spain"],"affiliations":[{"raw_affiliation_string":"Department of Information Engineering and Communications, University of Murcia, Murcia, Spain","institution_ids":["https://openalex.org/I80180929"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5112483130","display_name":"Gracia S\u00e1nchez","orcid":"https://orcid.org/0000-0001-6408-5523"},"institutions":[{"id":"https://openalex.org/I80180929","display_name":"Universidad de Murcia","ror":"https://ror.org/03p3aeb86","country_code":"ES","type":"education","lineage":["https://openalex.org/I80180929"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Gracia Sanchez","raw_affiliation_strings":["Department of Information Engineering and Communications, University of Murcia, Murcia, Spain"],"affiliations":[{"raw_affiliation_string":"Department of Information Engineering and Communications, University of Murcia, Murcia, Spain","institution_ids":["https://openalex.org/I80180929"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5003911860","display_name":"Guido Sciavicco","orcid":"https://orcid.org/0000-0002-9221-879X"},"institutions":[{"id":"https://openalex.org/I201324441","display_name":"University of Ferrara","ror":"https://ror.org/041zkgm14","country_code":"IT","type":"education","lineage":["https://openalex.org/I201324441"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Guido Sciavicco","raw_affiliation_strings":["Department of Mathematics and Computer Science, University of Ferrara, Ferrara, Italy"],"affiliations":[{"raw_affiliation_string":"Department of Mathematics and Computer Science, University of Ferrara, Ferrara, Italy","institution_ids":["https://openalex.org/I201324441"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5043841208"],"corresponding_institution_ids":["https://openalex.org/I80180929"],"apc_list":null,"apc_paid":null,"fwci":8.0924,"has_fulltext":true,"cited_by_count":76,"citation_normalized_percentile":{"value":0.97904901,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":100},"biblio":{"volume":"27","issue":"5","first_page":"1085","last_page":"1099"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11975","display_name":"Evolutionary Algorithms and Applications","score":0.9976999759674072,"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/T11975","display_name":"Evolutionary Algorithms and Applications","score":0.9976999759674072,"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/T10100","display_name":"Metaheuristic Optimization Algorithms Research","score":0.991100013256073,"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/T10820","display_name":"Fuzzy Logic and Control Systems","score":0.9846000075340271,"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/artificial-intelligence","display_name":"Artificial intelligence","score":0.667309045791626},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6383429169654846},{"id":"https://openalex.org/keywords/interpretability","display_name":"Interpretability","score":0.6373588442802429},{"id":"https://openalex.org/keywords/classifier","display_name":"Classifier (UML)","score":0.6327618360519409},{"id":"https://openalex.org/keywords/feature-selection","display_name":"Feature selection","score":0.6035838723182678},{"id":"https://openalex.org/keywords/fuzzy-rule","display_name":"Fuzzy rule","score":0.5926083326339722},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.5904738903045654},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5805085897445679},{"id":"https://openalex.org/keywords/fuzzy-logic","display_name":"Fuzzy logic","score":0.5774422883987427},{"id":"https://openalex.org/keywords/probabilistic-classification","display_name":"Probabilistic classification","score":0.49202701449394226},{"id":"https://openalex.org/keywords/fuzzy-classification","display_name":"Fuzzy classification","score":0.4760829508304596},{"id":"https://openalex.org/keywords/probabilistic-logic","display_name":"Probabilistic logic","score":0.46786928176879883},{"id":"https://openalex.org/keywords/univariate","display_name":"Univariate","score":0.4586700201034546},{"id":"https://openalex.org/keywords/fuzzy-set","display_name":"Fuzzy set","score":0.43700140714645386},{"id":"https://openalex.org/keywords/computational-intelligence","display_name":"Computational intelligence","score":0.42634865641593933},{"id":"https://openalex.org/keywords/multivariate-statistics","display_name":"Multivariate statistics","score":0.34009769558906555},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.1759706437587738},{"id":"https://openalex.org/keywords/naive-bayes-classifier","display_name":"Naive Bayes classifier","score":0.17418861389160156}],"concepts":[{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.667309045791626},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6383429169654846},{"id":"https://openalex.org/C2781067378","wikidata":"https://www.wikidata.org/wiki/Q17027399","display_name":"Interpretability","level":2,"score":0.6373588442802429},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.6327618360519409},{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.6035838723182678},{"id":"https://openalex.org/C2780049643","wikidata":"https://www.wikidata.org/wiki/Q5511139","display_name":"Fuzzy rule","level":4,"score":0.5926083326339722},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.5904738903045654},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5805085897445679},{"id":"https://openalex.org/C58166","wikidata":"https://www.wikidata.org/wiki/Q224821","display_name":"Fuzzy logic","level":2,"score":0.5774422883987427},{"id":"https://openalex.org/C189119545","wikidata":"https://www.wikidata.org/wiki/Q5128022","display_name":"Probabilistic classification","level":4,"score":0.49202701449394226},{"id":"https://openalex.org/C127385683","wikidata":"https://www.wikidata.org/wiki/Q1475696","display_name":"Fuzzy classification","level":4,"score":0.4760829508304596},{"id":"https://openalex.org/C49937458","wikidata":"https://www.wikidata.org/wiki/Q2599292","display_name":"Probabilistic logic","level":2,"score":0.46786928176879883},{"id":"https://openalex.org/C199163554","wikidata":"https://www.wikidata.org/wiki/Q1681619","display_name":"Univariate","level":3,"score":0.4586700201034546},{"id":"https://openalex.org/C42011625","wikidata":"https://www.wikidata.org/wiki/Q1055058","display_name":"Fuzzy set","level":3,"score":0.43700140714645386},{"id":"https://openalex.org/C139502532","wikidata":"https://www.wikidata.org/wiki/Q1122090","display_name":"Computational intelligence","level":2,"score":0.42634865641593933},{"id":"https://openalex.org/C161584116","wikidata":"https://www.wikidata.org/wiki/Q1952580","display_name":"Multivariate statistics","level":2,"score":0.34009769558906555},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.1759706437587738},{"id":"https://openalex.org/C52001869","wikidata":"https://www.wikidata.org/wiki/Q812530","display_name":"Naive Bayes classifier","level":3,"score":0.17418861389160156}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/tfuzz.2019.2892363","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tfuzz.2019.2892363","pdf_url":null,"source":{"id":"https://openalex.org/S134177497","display_name":"IEEE Transactions on Fuzzy Systems","issn_l":"1063-6706","issn":["1063-6706","1941-0034"],"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 Fuzzy Systems","raw_type":"journal-article"},{"id":"pmh:oai:sfera.unife.it:11392/2404030","is_oa":true,"landing_page_url":"http://hdl.handle.net/11392/2404030","pdf_url":"http://hdl.handle.net/11392/2404030","source":{"id":"https://openalex.org/S4306400369","display_name":"Institutional Research Information System University of Ferrara (University of Ferrara)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I201324441","host_organization_name":"University of Ferrara","host_organization_lineage":["https://openalex.org/I201324441"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"pmh:oai:sfera.unife.it:11392/2404030","is_oa":true,"landing_page_url":"http://hdl.handle.net/11392/2404030","pdf_url":"http://hdl.handle.net/11392/2404030","source":{"id":"https://openalex.org/S4306400369","display_name":"Institutional Research Information System University of Ferrara (University of Ferrara)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I201324441","host_organization_name":"University of Ferrara","host_organization_lineage":["https://openalex.org/I201324441"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"info:eu-repo/semantics/article"},"sustainable_development_goals":[{"score":0.7799999713897705,"id":"https://metadata.un.org/sdg/16","display_name":"Peace, Justice and strong institutions"}],"awards":[{"id":"https://openalex.org/G2631452109","display_name":null,"funder_award_id":"(ERDF)","funder_id":"https://openalex.org/F4320335322","funder_display_name":"European Regional Development Fund"},{"id":"https://openalex.org/G4685963409","display_name":null,"funder_award_id":"CIEMAT","funder_id":"https://openalex.org/F4320321837","funder_display_name":"Ministerio de Econom\u00eda y Competitividad"},{"id":"https://openalex.org/G6041543098","display_name":null,"funder_award_id":"TIN2013-45491-R","funder_id":"https://openalex.org/F4320321837","funder_display_name":"Ministerio de Econom\u00eda y Competitividad"}],"funders":[{"id":"https://openalex.org/F4320321837","display_name":"Ministerio de Econom\u00eda y Competitividad","ror":"https://ror.org/034900433"},{"id":"https://openalex.org/F4320335322","display_name":"European Regional Development Fund","ror":"https://ror.org/00k4n6c32"},{"id":"https://openalex.org/F4320335412","display_name":"Centro de Investigaciones Energ\u00e9ticas, Medioambientales y Tecnol\u00f3gicas","ror":"https://ror.org/05xx77y52"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2910328857.pdf","grobid_xml":"https://content.openalex.org/works/W2910328857.grobid-xml"},"referenced_works_count":71,"referenced_works":["https://openalex.org/W89364856","https://openalex.org/W187357405","https://openalex.org/W608314793","https://openalex.org/W781485535","https://openalex.org/W1495061682","https://openalex.org/W1509531727","https://openalex.org/W1543739537","https://openalex.org/W1547172306","https://openalex.org/W1570713908","https://openalex.org/W1573698127","https://openalex.org/W1595498733","https://openalex.org/W1639809045","https://openalex.org/W1646038686","https://openalex.org/W1779897838","https://openalex.org/W1792944702","https://openalex.org/W1915214327","https://openalex.org/W1968114652","https://openalex.org/W1981526326","https://openalex.org/W2004338242","https://openalex.org/W2017337590","https://openalex.org/W2034338161","https://openalex.org/W2043446551","https://openalex.org/W2064744005","https://openalex.org/W2067205732","https://openalex.org/W2075779886","https://openalex.org/W2087576375","https://openalex.org/W2089367555","https://openalex.org/W2093799708","https://openalex.org/W2096081771","https://openalex.org/W2102009083","https://openalex.org/W2103000160","https://openalex.org/W2106770680","https://openalex.org/W2116896485","https://openalex.org/W2122410182","https://openalex.org/W2125192087","https://openalex.org/W2125802815","https://openalex.org/W2125899728","https://openalex.org/W2125935535","https://openalex.org/W2126105956","https://openalex.org/W2127919119","https://openalex.org/W2129088478","https://openalex.org/W2153635508","https://openalex.org/W2158698691","https://openalex.org/W2164400088","https://openalex.org/W2169723214","https://openalex.org/W2184811369","https://openalex.org/W2240508792","https://openalex.org/W2410506558","https://openalex.org/W2466023328","https://openalex.org/W2467373585","https://openalex.org/W2494333811","https://openalex.org/W2511098035","https://openalex.org/W2561576489","https://openalex.org/W2600506054","https://openalex.org/W2623843378","https://openalex.org/W2746914601","https://openalex.org/W2748272541","https://openalex.org/W2903067571","https://openalex.org/W2911964244","https://openalex.org/W2950645154","https://openalex.org/W3021035068","https://openalex.org/W3023540311","https://openalex.org/W4239603996","https://openalex.org/W4245055982","https://openalex.org/W4252621211","https://openalex.org/W4254313632","https://openalex.org/W4285719527","https://openalex.org/W6622606423","https://openalex.org/W6629652716","https://openalex.org/W6686479939","https://openalex.org/W6719473894"],"related_works":["https://openalex.org/W2050337454","https://openalex.org/W2595285209","https://openalex.org/W2425308538","https://openalex.org/W1504871275","https://openalex.org/W1532864123","https://openalex.org/W2151351600","https://openalex.org/W1980652001","https://openalex.org/W2143613987","https://openalex.org/W64744926","https://openalex.org/W2135660650"],"abstract_inverted_index":{"The":[0],"interpretability":[1],"of":[2,9,79,83,125,137,164,185,238,263],"classification":[3,26,59,64,193],"systems":[4,60],"refers":[5],"to":[6,11,72,89,93,127,134],"the":[7,135,141,146,158,189,197,231,244,256,269],"ability":[8],"these":[10],"express":[12],"their":[13],"behavior":[14],"in":[15,36,77,108,227,255],"a":[16,23,80,102,123,153,161,224],"way":[17],"that":[18,168],"is":[19,49],"easily":[20,95],"understandable":[21],"by":[22,32,140,145],"user.":[24],"Interpretable":[25],"models":[27,87],"allow":[28],"for":[29,51],"external":[30],"validation":[31],"an":[33,129,236,261],"expert":[34],"and,":[35],"certain":[37],"disciplines,":[38],"such":[39],"as":[40],"medicine":[41],"or":[42],"business,":[43],"providing":[44],"information":[45],"about":[46],"decision":[47],"making":[48],"essential":[50],"ethical":[52],"and":[53,70,113,144,156,173,178,182,207,254],"human":[54],"reasons.":[55],"Fuzzy":[56],"rule":[57,191,213],"based":[58,66,116,192,214],"are":[61,115],"consolidated":[62],"powerful":[63],"tools":[65],"on":[67,117,152],"fuzzy":[68,190,212,246,271],"logic":[69],"designed":[71,122],"produce":[73],"interpretable":[74],"models;":[75],"however,":[76],"presence":[78],"large":[81],"number":[82,136],"attributes,":[84],"even":[85],"rule-based":[86],"tend":[88],"be":[90,94],"too":[91],"complex":[92],"interpreted.":[96],"In":[97],"this":[98],"paper,":[99],"we":[100,234,259],"propose":[101],"novel":[103],"multivariate":[104],"feature":[105,165],"selection":[106,166],"method":[107,199],"which":[109],"both":[110],"search":[111,142,180],"strategy":[112,143,151],"classifier":[114,247,272],"multiobjective":[118],"evolutionary":[119],"computation.":[120],"We":[121,148,216],"set":[124],"experiments":[126],"establish":[128],"acceptable":[130],"setting":[131],"with":[132,176,183,196,203,209,230,240,251,265,276],"respect":[133],"evaluations":[138],"required":[139],"classifier.":[147],"tested":[149],"our":[150],"real-life":[154,220],"dataset":[155],"compared":[157,208,248,273],"results":[159],"against":[160],"wide":[162],"range":[163],"methods":[167],"includes":[169],"filter,":[170],"wrapper,":[171],"multivariate,":[172],"univariate":[174],"methods,":[175],"deterministic":[177],"probabilistic":[179],"strategies,":[181],"evaluators":[184],"diverse":[186],"nature.":[187],"Finally,":[188],"model":[194],"obtained":[195,235,249,260,274],"proposed":[198,232],"has":[200],"been":[201],"evaluated":[202],"standard":[204],"performance":[205],"metrics":[206],"other":[210],"well-known":[211],"classifiers.":[215],"have":[217],"used":[218],"two":[219],"datasets":[221],"extracted":[222],"from":[223],"contact":[225],"center;":[226],"one":[228],"case,":[229,258],"method,":[233],"accuracy":[237,262],"0.7857":[239],"eight":[241,252],"rules,":[242,253,267],"while":[243,268],"best":[245,270],"0.7679":[250],"second":[257],"0.7403":[264],"five":[266],"0.6364":[275],"four":[277],"rules.":[278]},"counts_by_year":[{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":6},{"year":2023,"cited_by_count":10},{"year":2022,"cited_by_count":13},{"year":2021,"cited_by_count":22},{"year":2020,"cited_by_count":15},{"year":2019,"cited_by_count":6}],"updated_date":"2026-04-10T15:06:20.359241","created_date":"2025-10-10T00:00:00"}
