{"id":"https://openalex.org/W2742683956","doi":"https://doi.org/10.1111/exsy.12230","title":"Adapting the CMIM algorithm for multilabel feature selection. A comparison with existing methods","display_name":"Adapting the CMIM algorithm for multilabel feature selection. A comparison with existing methods","publication_year":2017,"publication_date":"2017-08-11","ids":{"openalex":"https://openalex.org/W2742683956","doi":"https://doi.org/10.1111/exsy.12230","mag":"2742683956"},"language":"en","primary_location":{"is_oa":false,"landing_page_url":"https://doi.org/10.1111/exsy.12230","pdf_url":null,"source":{"id":"https://openalex.org/S72232612","display_name":"Expert Systems","issn_l":"0266-4720","issn":["0266-4720","1468-0394"],"is_oa":false,"is_in_doaj":false,"is_indexed_in_scopus":true,"is_core":true,"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"journal"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false},"type":"article","type_crossref":"journal-article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://ruidera.uclm.es/bitstreams/33b0c803-09c2-4cfa-8319-c4e19483b0ae/download","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5075612878","display_name":"Pablo Bermejo","orcid":"https://orcid.org/0000-0001-7595-910X"},"institutions":[{"id":"https://openalex.org/I79189158","display_name":"University of Castilla-La Mancha","ror":"https://ror.org/05r78ng12","country_code":"ES","type":"funder","lineage":["https://openalex.org/I79189158"]}],"countries":["ES"],"is_corresponding":true,"raw_author_name":"Pablo Bermejo","raw_affiliation_strings":["Department of Computing Systems Intelligent Systems and Data Mining Laboratory (I3A), University of Castilla-La Mancha, Albacete 02071, Spain"],"affiliations":[{"raw_affiliation_string":"Department of Computing Systems Intelligent Systems and Data Mining Laboratory (I3A), University of Castilla-La Mancha, Albacete 02071, Spain","institution_ids":["https://openalex.org/I79189158"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5047912788","display_name":"Jos\u00e9 A. G\u00e1mez","orcid":"https://orcid.org/0000-0003-1188-1117"},"institutions":[{"id":"https://openalex.org/I79189158","display_name":"University of Castilla-La Mancha","ror":"https://ror.org/05r78ng12","country_code":"ES","type":"funder","lineage":["https://openalex.org/I79189158"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Jos\u00e9 A. G\u00e1mez","raw_affiliation_strings":["Department of Computing Systems Intelligent Systems and Data Mining Laboratory (I3A), University of Castilla-La Mancha, Albacete 02071, Spain"],"affiliations":[{"raw_affiliation_string":"Department of Computing Systems Intelligent Systems and Data Mining Laboratory (I3A), University of Castilla-La Mancha, Albacete 02071, Spain","institution_ids":["https://openalex.org/I79189158"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5077991955","display_name":"Jos\u00e9 M. Puerta","orcid":"https://orcid.org/0000-0002-9164-5191"},"institutions":[{"id":"https://openalex.org/I79189158","display_name":"University of Castilla-La Mancha","ror":"https://ror.org/05r78ng12","country_code":"ES","type":"funder","lineage":["https://openalex.org/I79189158"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Jos\u00e9 M. Puerta","raw_affiliation_strings":["Department of Computing Systems Intelligent Systems and Data Mining Laboratory (I3A), University of Castilla-La Mancha, Albacete 02071, Spain"],"affiliations":[{"raw_affiliation_string":"Department of Computing Systems Intelligent Systems and Data Mining Laboratory (I3A), University of Castilla-La Mancha, Albacete 02071, Spain","institution_ids":["https://openalex.org/I79189158"]}]}],"institution_assertions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5075612878"],"corresponding_institution_ids":["https://openalex.org/I79189158"],"apc_list":{"value":3860,"currency":"USD","value_usd":3860},"apc_paid":null,"fwci":0.567,"has_fulltext":true,"fulltext_origin":"pdf","cited_by_count":6,"citation_normalized_percentile":{"value":0.739981,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":81,"max":82},"biblio":{"volume":"35","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"primary_topic":{"id":"https://openalex.org/T11550","display_name":"Text and Document Classification Technologies","score":0.9998,"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/T11550","display_name":"Text and Document Classification Technologies","score":0.9998,"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/T12254","display_name":"Machine Learning in Bioinformatics","score":0.984,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T12535","display_name":"Machine Learning and Data Classification","score":0.9814,"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","display_name":"Feature (linguistics)","score":0.60845613},{"id":"https://openalex.org/keywords/binomial","display_name":"Binomial (polynomial)","score":0.477296}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.852634},{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.67684835},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.62345207},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.60845613},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5585424},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.5539865},{"id":"https://openalex.org/C2777212361","wikidata":"https://www.wikidata.org/wiki/Q5127848","display_name":"Class (philosophy)","level":2,"score":0.5455189},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.5418459},{"id":"https://openalex.org/C2781315470","wikidata":"https://www.wikidata.org/wiki/Q193623","display_name":"Binomial (polynomial)","level":2,"score":0.477296},{"id":"https://openalex.org/C152139883","wikidata":"https://www.wikidata.org/wiki/Q252973","display_name":"Mutual information","level":2,"score":0.4693597},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.35325086},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.35058248},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0870226},{"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/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"is_oa":false,"landing_page_url":"https://doi.org/10.1111/exsy.12230","pdf_url":null,"source":{"id":"https://openalex.org/S72232612","display_name":"Expert Systems","issn_l":"0266-4720","issn":["0266-4720","1468-0394"],"is_oa":false,"is_in_doaj":false,"is_indexed_in_scopus":true,"is_core":true,"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"journal"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false},{"is_oa":true,"landing_page_url":"https://hdl.handle.net/10578/28304","pdf_url":"https://ruidera.uclm.es/bitstreams/33b0c803-09c2-4cfa-8319-c4e19483b0ae/download","source":{"id":"https://openalex.org/S4377196358","display_name":"RUIdeRA - Institutional University Repository (University of Castilla-La Mancha)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_indexed_in_scopus":false,"is_core":false,"host_organization":"https://openalex.org/I79189158","host_organization_name":"University of Castilla-La Mancha","host_organization_lineage":["https://openalex.org/I79189158"],"host_organization_lineage_names":["University of Castilla-La Mancha"],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false}],"best_oa_location":{"is_oa":true,"landing_page_url":"https://hdl.handle.net/10578/28304","pdf_url":"https://ruidera.uclm.es/bitstreams/33b0c803-09c2-4cfa-8319-c4e19483b0ae/download","source":{"id":"https://openalex.org/S4377196358","display_name":"RUIdeRA - Institutional University Repository (University of Castilla-La Mancha)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_indexed_in_scopus":false,"is_core":false,"host_organization":"https://openalex.org/I79189158","host_organization_name":"University of Castilla-La Mancha","host_organization_lineage":["https://openalex.org/I79189158"],"host_organization_lineage_names":["University of Castilla-La Mancha"],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false},"sustainable_development_goals":[],"grants":[{"funder":"https://openalex.org/F4320321764","funder_display_name":"Ministerio de Educaci\u00f3n, Cultura y Deporte","award_id":"TIN2013\u201046638\u2010C3\u20103\u2010P"},{"funder":"https://openalex.org/F4320321764","funder_display_name":"Ministerio de Educaci\u00f3n, Cultura y Deporte","award_id":"TIN2016\u201077902\u2010C3\u20101\u2010P"}],"datasets":[],"versions":[],"referenced_works_count":46,"referenced_works":["https://openalex.org/W150461732","https://openalex.org/W1560107318","https://openalex.org/W1753402186","https://openalex.org/W1756265184","https://openalex.org/W1966950541","https://openalex.org/W1970696760","https://openalex.org/W1972401983","https://openalex.org/W1984810231","https://openalex.org/W1997225670","https://openalex.org/W2017337590","https://openalex.org/W2025780550","https://openalex.org/W2035055162","https://openalex.org/W2052684427","https://openalex.org/W2062346783","https://openalex.org/W2063249739","https://openalex.org/W2086465730","https://openalex.org/W2088239537","https://openalex.org/W2093238926","https://openalex.org/W2096086009","https://openalex.org/W2098768220","https://openalex.org/W2114315281","https://openalex.org/W2118712128","https://openalex.org/W2119466907","https://openalex.org/W2133990480","https://openalex.org/W2137107481","https://openalex.org/W2146241755","https://openalex.org/W2149454242","https://openalex.org/W2149772057","https://openalex.org/W2154053567","https://openalex.org/W2156504490","https://openalex.org/W2156571267","https://openalex.org/W2156758690","https://openalex.org/W2156935079","https://openalex.org/W2165849038","https://openalex.org/W2166840159","https://openalex.org/W2396059247","https://openalex.org/W2997674406","https://openalex.org/W2999905431","https://openalex.org/W3008214279","https://openalex.org/W3103913776","https://openalex.org/W320383397","https://openalex.org/W4236152422","https://openalex.org/W4285719527","https://openalex.org/W55768394","https://openalex.org/W8524205","https://openalex.org/W87581401"],"related_works":["https://openalex.org/W4293525103","https://openalex.org/W3200179079","https://openalex.org/W2954668464","https://openalex.org/W2952668426","https://openalex.org/W2386078281","https://openalex.org/W2376976859","https://openalex.org/W2374344280","https://openalex.org/W2345184372","https://openalex.org/W2108279454","https://openalex.org/W1592541912"],"abstract_inverted_index":{"Abstract":[0],"The":[1],"multilabel":[2,14,40],"paradigm":[3],"has":[4,33],"recently":[5],"attracted":[6],"the":[7,10,39,46,61,72,84,100,112],"attention":[8],"of":[9,48,60,70,77,87,95],"machine":[11],"learning":[12],"community,":[13],"problems":[15],"being":[16],"those":[17],"which":[18,67,115],"do":[19],"not":[20,45],"have":[21],"only":[22],"one":[23],"class":[24],"but":[25],"several":[26],"binomial":[27],"classes":[28],"instead.":[29],"Although":[30],"intensive":[31],"research":[32],"been":[34],"carried":[35],"on":[36,114],"lately":[37],"into":[38],"classification":[41],"paradigm,":[42],"this":[43,54],"is":[44,68,99,117],"case":[47],"feature":[49,64],"subset":[50],"selection":[51,65],"methods.":[52],"In":[53],"work,":[55],"we":[56],"propose":[57],"an":[58],"adaptation":[59],"well\u2010known":[62],"CMIM":[63],"algorithm,":[66],"capable":[69],"approximating":[71],"conditional":[73],"multivariate":[74],"mutual":[75],"information":[76],"each":[78],"candidate":[79],"attribute":[80],"with":[81],"respect":[82],"to":[83,91],"whole":[85],"set":[86],"labels.":[88,121],"This":[89],"capacity":[90],"search":[92],"any":[93],"degree":[94],"interaction":[96],"among":[97],"labels":[98],"reason":[101],"why":[102],"our":[103],"proposal":[104],"performs":[105],"better":[106],"than":[107],"other":[108],"state\u2010of\u2010the\u2010art":[109],"algorithms":[110],"when":[111],"dataset":[113],"it":[116],"run":[118],"contains":[119],"correlated":[120]},"abstract_inverted_index_v3":null,"cited_by_api_url":"https://api.openalex.org/works?filter=cites:W2742683956","counts_by_year":[{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":2},{"year":2018,"cited_by_count":1}],"updated_date":"2025-03-28T03:24:19.223370","created_date":"2017-08-17"}