{"id":"https://openalex.org/W2897085143","doi":"https://doi.org/10.1109/fuzz-ieee.2018.8491640","title":"Fuzzy Aggregation for Rule Selection in Imbalanced Datasets Classification using Choquet Integral","display_name":"Fuzzy Aggregation for Rule Selection in Imbalanced Datasets Classification using Choquet Integral","publication_year":2018,"publication_date":"2018-07-01","ids":{"openalex":"https://openalex.org/W2897085143","doi":"https://doi.org/10.1109/fuzz-ieee.2018.8491640","mag":"2897085143"},"language":"en","primary_location":{"id":"doi:10.1109/fuzz-ieee.2018.8491640","is_oa":false,"landing_page_url":"https://doi.org/10.1109/fuzz-ieee.2018.8491640","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2018 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE)","raw_type":"proceedings-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/A5060092657","display_name":"Safa Abdellatif","orcid":null},"institutions":[{"id":"https://openalex.org/I108714496","display_name":"Tunis University","ror":"https://ror.org/02q1spa57","country_code":"TN","type":"education","lineage":["https://openalex.org/I108714496"]},{"id":"https://openalex.org/I63596082","display_name":"Tunis El Manar University","ror":"https://ror.org/029cgt552","country_code":"TN","type":"education","lineage":["https://openalex.org/I63596082"]}],"countries":["TN"],"is_corresponding":true,"raw_author_name":"Safa Abdellatif","raw_affiliation_strings":["Faculty of Sciences of Tunis, University of Tunis El Manar, Tunis, Tunisia","FST - D\u00e9partement d'informatique (FST Campus Universitaire 2092 El Manar Tunis - Tunisia)","LIPAH - Laboratoire d'Informatique, Programmation, Algorithmique et Heuristique (Facult\u00e9 des Sciences de Tunis - Universit\u00e9 de Tunis El Manar\r\n2092 Manar II - Tunis - Tunisia)"],"affiliations":[{"raw_affiliation_string":"Faculty of Sciences of Tunis, University of Tunis El Manar, Tunis, Tunisia","institution_ids":["https://openalex.org/I63596082","https://openalex.org/I108714496"]},{"raw_affiliation_string":"FST - D\u00e9partement d'informatique (FST Campus Universitaire 2092 El Manar Tunis - Tunisia)","institution_ids":["https://openalex.org/I63596082"]},{"raw_affiliation_string":"LIPAH - Laboratoire d'Informatique, Programmation, Algorithmique et Heuristique (Facult\u00e9 des Sciences de Tunis - Universit\u00e9 de Tunis El Manar\r\n2092 Manar II - Tunis - Tunisia)","institution_ids":["https://openalex.org/I108714496","https://openalex.org/I63596082"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070511935","display_name":"Sadok Ben Yahia","orcid":"https://orcid.org/0000-0001-8939-8948"},"institutions":[{"id":"https://openalex.org/I108714496","display_name":"Tunis University","ror":"https://ror.org/02q1spa57","country_code":"TN","type":"education","lineage":["https://openalex.org/I108714496"]},{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I4210145102","display_name":"Institut Polytechnique de Paris","ror":"https://ror.org/042tfbd02","country_code":"FR","type":"education","lineage":["https://openalex.org/I4210145102"]},{"id":"https://openalex.org/I4387153010","display_name":"T\u00e9l\u00e9com SudParis","ror":"https://ror.org/05xvk4r52","country_code":"FR","type":"education","lineage":["https://openalex.org/I205703379","https://openalex.org/I4210145102","https://openalex.org/I4387153010"]},{"id":"https://openalex.org/I4405261500","display_name":"Services r\u00e9partis, Architectures, MOd\u00e9lisation, Validation, Administration des R\u00e9seaux","ror":"https://ror.org/05d29yv45","country_code":"FR","type":"facility","lineage":["https://openalex.org/I205703379","https://openalex.org/I4210145102","https://openalex.org/I4387153010","https://openalex.org/I4405261500"]},{"id":"https://openalex.org/I63596082","display_name":"Tunis El Manar University","ror":"https://ror.org/029cgt552","country_code":"TN","type":"education","lineage":["https://openalex.org/I63596082"]}],"countries":["FR","TN"],"is_corresponding":false,"raw_author_name":"Sadok Ben Yahia","raw_affiliation_strings":["Faculty of Sciences of Tunis, University of Tunis El Manar, Tunis, Tunisia","LIPAH - Laboratoire d'Informatique, Programmation, Algorithmique et Heuristique (Facult\u00e9 des Sciences de Tunis - Universit\u00e9 de Tunis El Manar\r\n2092 Manar II - Tunis - Tunisia)","FST - D\u00e9partement d'informatique (FST Campus Universitaire 2092 El Manar Tunis - Tunisia)","SAMOVAR - Services r\u00e9partis, Architectures, MOd\u00e9lisation, Validation, Administration des R\u00e9seaux (T\u00e9l\u00e9com Sudparis, 9 rue Charles Fourier -91011 Evry cedex - France)","CNRS - Centre National de la Recherche Scientifique (France)"],"affiliations":[{"raw_affiliation_string":"Faculty of Sciences of Tunis, University of Tunis El Manar, Tunis, Tunisia","institution_ids":["https://openalex.org/I63596082","https://openalex.org/I108714496"]},{"raw_affiliation_string":"LIPAH - Laboratoire d'Informatique, Programmation, Algorithmique et Heuristique (Facult\u00e9 des Sciences de Tunis - Universit\u00e9 de Tunis El Manar\r\n2092 Manar II - Tunis - Tunisia)","institution_ids":["https://openalex.org/I108714496","https://openalex.org/I63596082"]},{"raw_affiliation_string":"FST - D\u00e9partement d'informatique (FST Campus Universitaire 2092 El Manar Tunis - Tunisia)","institution_ids":["https://openalex.org/I63596082"]},{"raw_affiliation_string":"SAMOVAR - Services r\u00e9partis, Architectures, MOd\u00e9lisation, Validation, Administration des R\u00e9seaux (T\u00e9l\u00e9com Sudparis, 9 rue Charles Fourier -91011 Evry cedex - France)","institution_ids":["https://openalex.org/I4210145102","https://openalex.org/I4405261500","https://openalex.org/I4387153010"]},{"raw_affiliation_string":"CNRS - Centre National de la Recherche Scientifique (France)","institution_ids":["https://openalex.org/I1294671590"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101762907","display_name":"Mohamed Ali Ben Hassine","orcid":null},"institutions":[{"id":"https://openalex.org/I108714496","display_name":"Tunis University","ror":"https://ror.org/02q1spa57","country_code":"TN","type":"education","lineage":["https://openalex.org/I108714496"]},{"id":"https://openalex.org/I63596082","display_name":"Tunis El Manar University","ror":"https://ror.org/029cgt552","country_code":"TN","type":"education","lineage":["https://openalex.org/I63596082"]}],"countries":["TN"],"is_corresponding":false,"raw_author_name":"Mohamed Ali Ben Hassine","raw_affiliation_strings":["Faculty of Sciences of Tunis, University of Tunis El Manar, Tunis, Tunisia","LIPAH - Laboratoire d'Informatique, Programmation, Algorithmique et Heuristique (Facult\u00e9 des Sciences de Tunis - Universit\u00e9 de Tunis El Manar\r\n2092 Manar II - Tunis - Tunisia)","FST - D\u00e9partement d'informatique (FST Campus Universitaire 2092 El Manar Tunis - Tunisia)"],"affiliations":[{"raw_affiliation_string":"Faculty of Sciences of Tunis, University of Tunis El Manar, Tunis, Tunisia","institution_ids":["https://openalex.org/I63596082","https://openalex.org/I108714496"]},{"raw_affiliation_string":"LIPAH - Laboratoire d'Informatique, Programmation, Algorithmique et Heuristique (Facult\u00e9 des Sciences de Tunis - Universit\u00e9 de Tunis El Manar\r\n2092 Manar II - Tunis - Tunisia)","institution_ids":["https://openalex.org/I108714496","https://openalex.org/I63596082"]},{"raw_affiliation_string":"FST - D\u00e9partement d'informatique (FST Campus Universitaire 2092 El Manar Tunis - Tunisia)","institution_ids":["https://openalex.org/I63596082"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5086690005","display_name":"Amel Bouzeghoub","orcid":"https://orcid.org/0000-0003-4890-9005"},"institutions":[{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I205703379","display_name":"Institut Mines-T\u00e9l\u00e9com","ror":"https://ror.org/025vp2923","country_code":"FR","type":"facility","lineage":["https://openalex.org/I205703379"]},{"id":"https://openalex.org/I4210145102","display_name":"Institut Polytechnique de Paris","ror":"https://ror.org/042tfbd02","country_code":"FR","type":"education","lineage":["https://openalex.org/I4210145102"]},{"id":"https://openalex.org/I4210161954","display_name":"D\u00e9partement d'Informatique","ror":"https://ror.org/05y6rqs46","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I1326498283","https://openalex.org/I2746051580","https://openalex.org/I29607241","https://openalex.org/I4210159245","https://openalex.org/I4210161954"]},{"id":"https://openalex.org/I4387153010","display_name":"T\u00e9l\u00e9com SudParis","ror":"https://ror.org/05xvk4r52","country_code":"FR","type":"education","lineage":["https://openalex.org/I205703379","https://openalex.org/I4210145102","https://openalex.org/I4387153010"]},{"id":"https://openalex.org/I4405261500","display_name":"Services r\u00e9partis, Architectures, MOd\u00e9lisation, Validation, Administration des R\u00e9seaux","ror":"https://ror.org/05d29yv45","country_code":"FR","type":"facility","lineage":["https://openalex.org/I205703379","https://openalex.org/I4210145102","https://openalex.org/I4387153010","https://openalex.org/I4405261500"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Amel Bouzeghoub","raw_affiliation_strings":["Institut Mines-TELECOM, TELECOM SudParis, Evry Cedex, France","SAMOVAR - Services r\u00e9partis, Architectures, MOd\u00e9lisation, Validation, Administration des R\u00e9seaux (T\u00e9l\u00e9com Sudparis, 9 rue Charles Fourier -91011 Evry cedex - France)","TSP - INF - D\u00e9partement Informatique (France)","ACMES-SAMOVAR - Architecture, Cloud continuum, formal Models, artificial intElligence and Services in distributed computing (TELECOM Sudparis\r\n 9 rue Charles Fourier\r\n 91011 EVRY - France)","CNRS - Centre National de la Recherche Scientifique (France)"],"affiliations":[{"raw_affiliation_string":"Institut Mines-TELECOM, TELECOM SudParis, Evry Cedex, France","institution_ids":["https://openalex.org/I205703379","https://openalex.org/I4210145102"]},{"raw_affiliation_string":"SAMOVAR - Services r\u00e9partis, Architectures, MOd\u00e9lisation, Validation, Administration des R\u00e9seaux (T\u00e9l\u00e9com Sudparis, 9 rue Charles Fourier -91011 Evry cedex - France)","institution_ids":["https://openalex.org/I4210145102","https://openalex.org/I4405261500","https://openalex.org/I4387153010"]},{"raw_affiliation_string":"TSP - INF - D\u00e9partement Informatique (France)","institution_ids":["https://openalex.org/I4210161954"]},{"raw_affiliation_string":"ACMES-SAMOVAR - Architecture, Cloud continuum, formal Models, artificial intElligence and Services in distributed computing (TELECOM Sudparis\r\n 9 rue Charles Fourier\r\n 91011 EVRY - France)","institution_ids":["https://openalex.org/I4387153010"]},{"raw_affiliation_string":"CNRS - Centre National de la Recherche Scientifique (France)","institution_ids":["https://openalex.org/I1294671590"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5060092657"],"corresponding_institution_ids":["https://openalex.org/I108714496","https://openalex.org/I63596082"],"apc_list":null,"apc_paid":null,"fwci":0.1692,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.61068355,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"7"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11652","display_name":"Imbalanced Data Classification Techniques","score":0.9998000264167786,"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/T11652","display_name":"Imbalanced Data Classification Techniques","score":0.9998000264167786,"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/T11550","display_name":"Text and Document Classification Technologies","score":0.9969000220298767,"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/T10538","display_name":"Data Mining Algorithms and Applications","score":0.9966999888420105,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/choquet-integral","display_name":"Choquet integral","score":0.8308790922164917},{"id":"https://openalex.org/keywords/measure","display_name":"Measure (data warehouse)","score":0.7154416441917419},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.6771000623703003},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6370272636413574},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.5865732431411743},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5480256080627441},{"id":"https://openalex.org/keywords/associative-property","display_name":"Associative property","score":0.5472268462181091},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5157735347747803},{"id":"https://openalex.org/keywords/fuzzy-logic","display_name":"Fuzzy logic","score":0.5104442834854126},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.2612342834472656}],"concepts":[{"id":"https://openalex.org/C112799922","wikidata":"https://www.wikidata.org/wiki/Q5104911","display_name":"Choquet integral","level":3,"score":0.8308790922164917},{"id":"https://openalex.org/C2780009758","wikidata":"https://www.wikidata.org/wiki/Q6804172","display_name":"Measure (data warehouse)","level":2,"score":0.7154416441917419},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.6771000623703003},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6370272636413574},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.5865732431411743},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5480256080627441},{"id":"https://openalex.org/C159423971","wikidata":"https://www.wikidata.org/wiki/Q177251","display_name":"Associative property","level":2,"score":0.5472268462181091},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5157735347747803},{"id":"https://openalex.org/C58166","wikidata":"https://www.wikidata.org/wiki/Q224821","display_name":"Fuzzy logic","level":2,"score":0.5104442834854126},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.2612342834472656},{"id":"https://openalex.org/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/fuzz-ieee.2018.8491640","is_oa":false,"landing_page_url":"https://doi.org/10.1109/fuzz-ieee.2018.8491640","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2018 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE)","raw_type":"proceedings-article"},{"id":"pmh:oai:HAL:hal-01988164v1","is_oa":false,"landing_page_url":"https://hal.science/hal-01988164","pdf_url":null,"source":{"id":"https://openalex.org/S4406922461","display_name":"SPIRE - Sciences Po Institutional REpository","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"FUZZ-IEEE 2018: International Conference on Fuzzy Systems, Jul 2018, Rio De Janeiro, Brazil. pp.1 - 7, &#x27E8;10.1109/FUZZ-IEEE.2018.8491640&#x27E9;","raw_type":"Conference papers"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":30,"referenced_works":["https://openalex.org/W57045458","https://openalex.org/W85350352","https://openalex.org/W122356390","https://openalex.org/W1506285740","https://openalex.org/W1548865516","https://openalex.org/W1588282782","https://openalex.org/W1969483458","https://openalex.org/W1977640460","https://openalex.org/W1981512945","https://openalex.org/W1993220166","https://openalex.org/W2025010014","https://openalex.org/W2040260156","https://openalex.org/W2053472607","https://openalex.org/W2060907774","https://openalex.org/W2124466170","https://openalex.org/W2132791018","https://openalex.org/W2148143831","https://openalex.org/W2170654002","https://openalex.org/W2249025844","https://openalex.org/W2346443999","https://openalex.org/W2616891418","https://openalex.org/W2780119742","https://openalex.org/W2982720039","https://openalex.org/W4214615743","https://openalex.org/W4235456164","https://openalex.org/W6602318421","https://openalex.org/W6603460400","https://openalex.org/W6630198464","https://openalex.org/W6769814042","https://openalex.org/W6793873754"],"related_works":["https://openalex.org/W4213046089","https://openalex.org/W2042690472","https://openalex.org/W2110605196","https://openalex.org/W2359864538","https://openalex.org/W2761247866","https://openalex.org/W2119409761","https://openalex.org/W2163770090","https://openalex.org/W2132757829","https://openalex.org/W2162798826","https://openalex.org/W2135089589"],"abstract_inverted_index":{"Handling":[0],"imbalanced":[1],"datasets":[2,114,126,156],"is":[3,36,58,104,122],"a":[4,32,40,64,76,99],"challenging":[5],"problem":[6],"in":[7,10,19,60,81,95],"Knowledge":[8],"Discovery":[9],"Databases.":[11],"Several":[12],"associative":[13],"classification":[14,111,151],"approaches":[15,29,138],"have":[16],"been":[17],"proposed":[18],"order":[20,61,96],"to":[21,62,97,106,129,159],"treat":[22],"this":[23],"kind":[24],"of":[25,39,49,67,112,120],"data.":[26],"However,":[27],"these":[28],"suffer":[30],"from":[31,115],"major":[33],"drawback":[34],"which":[35,139],"the":[37,45,86,91,110,145,155,161],"use":[38,140],"unique":[41],"single":[42,142],"measure":[43,57,143],"for":[44,109,144],"filtering":[46],"and":[47,157],"selection":[48,88],"rules.":[50,68],"This":[51,102],"could":[52],"be":[53,107],"misleading":[54],"since":[55],"each":[56],"constructed":[59],"select":[63],"specific":[65],"category":[66],"To":[69],"overcome":[70],"such":[71],"drawback,":[72],"we":[73],"introduce,":[74],"IARCID,":[75],"novel":[77],"approach":[78],"that":[79,135],"consists":[80],"aggregating":[82],"several":[83],"measures":[84,163],"during":[85],"rule":[87,146],"phase":[89],"using":[90],"fuzzy":[92],"Choquet":[93],"Integral":[94],"produce":[98],"global":[100],"measure.":[101],"latter":[103],"shown":[105],"suitable":[108],"Imbalanced":[113],"different":[116],"domains.":[117],"The":[118],"performance":[119],"IARCID":[121,136],"assessed":[123],"on":[124],"four":[125],"with":[127,153],"reference":[128],"three":[130],"evaluation":[131],"metrics.":[132],"Experimentations":[133],"show":[134],"outperforms":[137],"one":[141],"selection,":[147],"by":[148],"offering":[149],"good":[150],"results":[152],"all":[154,160],"according":[158],"assessment":[162],"used":[164],"for.":[165]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2019,"cited_by_count":1}],"updated_date":"2026-03-25T13:04:00.132906","created_date":"2025-10-10T00:00:00"}
