{"id":"https://openalex.org/W2019116100","doi":"https://doi.org/10.4018/ijamc.2014010101","title":"Evolutionary Approaches for the Extraction of Classification Rules","display_name":"Evolutionary Approaches for the Extraction of Classification Rules","publication_year":2014,"publication_date":"2014-01-01","ids":{"openalex":"https://openalex.org/W2019116100","doi":"https://doi.org/10.4018/ijamc.2014010101","mag":"2019116100"},"language":"en","primary_location":{"id":"doi:10.4018/ijamc.2014010101","is_oa":false,"landing_page_url":"https://doi.org/10.4018/ijamc.2014010101","pdf_url":null,"source":{"id":"https://openalex.org/S7509020","display_name":"International Journal of Applied Metaheuristic Computing","issn_l":"1947-8283","issn":["1947-8283","1947-8291"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320424","host_organization_name":"IGI Global","host_organization_lineage":["https://openalex.org/P4310320424"],"host_organization_lineage_names":["IGI Global"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Applied Metaheuristic Computing","raw_type":"journal-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/A5076248317","display_name":"Sadjia Benkhider","orcid":null},"institutions":[{"id":"https://openalex.org/I110357561","display_name":"University of the Sciences","ror":"https://ror.org/048gmay44","country_code":"US","type":"education","lineage":["https://openalex.org/I110357561"]},{"id":"https://openalex.org/I4210107086","display_name":"University of Algiers 3","ror":"https://ror.org/01pynjp12","country_code":"DZ","type":"education","lineage":["https://openalex.org/I4210107086"]}],"countries":["DZ","US"],"is_corresponding":false,"raw_author_name":"Sadjia Benkhider","raw_affiliation_strings":["Laboratory of Research on Artificial Intelligence, University of Sciences and Technology Algiers, Algiers, Algeria","Laboratory of Research on Artificial Intelligence, University of Sciences and Technology Algiers, Algiers, Algeria#TAB#"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Laboratory of Research on Artificial Intelligence, University of Sciences and Technology Algiers, Algiers, Algeria","institution_ids":["https://openalex.org/I4210107086"]},{"raw_affiliation_string":"Laboratory of Research on Artificial Intelligence, University of Sciences and Technology Algiers, Algiers, Algeria#TAB#","institution_ids":["https://openalex.org/I110357561"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5111668886","display_name":"Ahmed Riadh Baba-Ali","orcid":null},"institutions":[{"id":"https://openalex.org/I4210107086","display_name":"University of Algiers 3","ror":"https://ror.org/01pynjp12","country_code":"DZ","type":"education","lineage":["https://openalex.org/I4210107086"]}],"countries":["DZ"],"is_corresponding":false,"raw_author_name":"Ahmed Riadh Baba-Ali","raw_affiliation_strings":["Laboratory LRPE, University of Sciences and Technology Algiers, Algiers, Algeria"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Laboratory LRPE, University of Sciences and Technology Algiers, Algiers, Algeria","institution_ids":["https://openalex.org/I4210107086"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5045715820","display_name":"Habiba Drias","orcid":"https://orcid.org/0000-0001-7287-5170"},"institutions":[{"id":"https://openalex.org/I110357561","display_name":"University of the Sciences","ror":"https://ror.org/048gmay44","country_code":"US","type":"education","lineage":["https://openalex.org/I110357561"]},{"id":"https://openalex.org/I4210107086","display_name":"University of Algiers 3","ror":"https://ror.org/01pynjp12","country_code":"DZ","type":"education","lineage":["https://openalex.org/I4210107086"]}],"countries":["DZ","US"],"is_corresponding":false,"raw_author_name":"Habiba Drias","raw_affiliation_strings":["Laboratory of Research on Artificial Intelligence, University of Sciences and Technology Algiers, Algiers, Algeria","Laboratory of Research on Artificial Intelligence, University of Sciences and Technology Algiers, Algiers, Algeria#TAB#"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Laboratory of Research on Artificial Intelligence, University of Sciences and Technology Algiers, Algiers, Algeria","institution_ids":["https://openalex.org/I4210107086"]},{"raw_affiliation_string":"Laboratory of Research on Artificial Intelligence, University of Sciences and Technology Algiers, Algiers, Algeria#TAB#","institution_ids":["https://openalex.org/I110357561"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.07862794,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"5","issue":"1","first_page":"1","last_page":"19"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11975","display_name":"Evolutionary Algorithms and Applications","score":0.9962000250816345,"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":0.9962000250816345,"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":0.9896000027656555,"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":0.989300012588501,"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/memetic-algorithm","display_name":"Memetic algorithm","score":0.820358157157898},{"id":"https://openalex.org/keywords/tabu-search","display_name":"Tabu search","score":0.6815117597579956},{"id":"https://openalex.org/keywords/population","display_name":"Population","score":0.6099716424942017},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6011877655982971},{"id":"https://openalex.org/keywords/construct","display_name":"Construct (python library)","score":0.5737446546554565},{"id":"https://openalex.org/keywords/genetic-algorithm","display_name":"Genetic algorithm","score":0.5592477321624756},{"id":"https://openalex.org/keywords/evolutionary-algorithm","display_name":"Evolutionary algorithm","score":0.5111406445503235},{"id":"https://openalex.org/keywords/scheme","display_name":"Scheme (mathematics)","score":0.4616938829421997},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4295822083950043},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4108114540576935},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.4008002281188965},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3458205759525299},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.2257394790649414}],"concepts":[{"id":"https://openalex.org/C35129592","wikidata":"https://www.wikidata.org/wiki/Q324793","display_name":"Memetic algorithm","level":3,"score":0.820358157157898},{"id":"https://openalex.org/C123370116","wikidata":"https://www.wikidata.org/wiki/Q1424540","display_name":"Tabu search","level":2,"score":0.6815117597579956},{"id":"https://openalex.org/C2908647359","wikidata":"https://www.wikidata.org/wiki/Q2625603","display_name":"Population","level":2,"score":0.6099716424942017},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6011877655982971},{"id":"https://openalex.org/C2780801425","wikidata":"https://www.wikidata.org/wiki/Q5164392","display_name":"Construct (python library)","level":2,"score":0.5737446546554565},{"id":"https://openalex.org/C8880873","wikidata":"https://www.wikidata.org/wiki/Q187787","display_name":"Genetic algorithm","level":2,"score":0.5592477321624756},{"id":"https://openalex.org/C159149176","wikidata":"https://www.wikidata.org/wiki/Q14489129","display_name":"Evolutionary algorithm","level":2,"score":0.5111406445503235},{"id":"https://openalex.org/C77618280","wikidata":"https://www.wikidata.org/wiki/Q1155772","display_name":"Scheme (mathematics)","level":2,"score":0.4616938829421997},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4295822083950043},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4108114540576935},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.4008002281188965},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3458205759525299},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.2257394790649414},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.0},{"id":"https://openalex.org/C149923435","wikidata":"https://www.wikidata.org/wiki/Q37732","display_name":"Demography","level":1,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","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":[{"id":"doi:10.4018/ijamc.2014010101","is_oa":false,"landing_page_url":"https://doi.org/10.4018/ijamc.2014010101","pdf_url":null,"source":{"id":"https://openalex.org/S7509020","display_name":"International Journal of Applied Metaheuristic Computing","issn_l":"1947-8283","issn":["1947-8283","1947-8291"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320424","host_organization_name":"IGI Global","host_organization_lineage":["https://openalex.org/P4310320424"],"host_organization_lineage_names":["IGI Global"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Applied Metaheuristic Computing","raw_type":"journal-article"},{"id":"pmh:oai:RePEc:igg:jamc00:v:5:y:2014:i:1:p:1-19","is_oa":false,"landing_page_url":"https://services.igi-global.com/resolvedoi/resolve.aspx?doi=10.4018/ijamc.2014010101","pdf_url":null,"source":{"id":"https://openalex.org/S4306401271","display_name":"RePEc: Research Papers in Economics","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I77793887","host_organization_name":"Federal Reserve Bank of St. Louis","host_organization_lineage":["https://openalex.org/I77793887"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":38,"referenced_works":["https://openalex.org/W18216792","https://openalex.org/W27366642","https://openalex.org/W38218484","https://openalex.org/W63064086","https://openalex.org/W1503025338","https://openalex.org/W1528113134","https://openalex.org/W1584857661","https://openalex.org/W1590401428","https://openalex.org/W1593549813","https://openalex.org/W1630964756","https://openalex.org/W1833366547","https://openalex.org/W1978986995","https://openalex.org/W1994149772","https://openalex.org/W2002592134","https://openalex.org/W2026413420","https://openalex.org/W2057764978","https://openalex.org/W2107899042","https://openalex.org/W2125055259","https://openalex.org/W2125965138","https://openalex.org/W2130280173","https://openalex.org/W2134514463","https://openalex.org/W2138255088","https://openalex.org/W2141016164","https://openalex.org/W2143874137","https://openalex.org/W2153476503","https://openalex.org/W2154047522","https://openalex.org/W2156909104","https://openalex.org/W2170186790","https://openalex.org/W2330820318","https://openalex.org/W2466512847","https://openalex.org/W2624262714","https://openalex.org/W2966207845","https://openalex.org/W3023540311","https://openalex.org/W3085162807","https://openalex.org/W4285719527","https://openalex.org/W4300886904","https://openalex.org/W6606040070","https://openalex.org/W7071448755"],"related_works":["https://openalex.org/W2162921349","https://openalex.org/W1968559204","https://openalex.org/W2380129197","https://openalex.org/W2968378279","https://openalex.org/W1988871183","https://openalex.org/W4243204715","https://openalex.org/W2368709543","https://openalex.org/W2383639304","https://openalex.org/W2390225342","https://openalex.org/W2147204676"],"abstract_inverted_index":{"This":[0,186,221],"paper":[1,46],"provides":[2],"evolutionary":[3],"approaches":[4],"in":[5,99,244],"order":[6],"to":[7,15,31,64,106,148,229],"extract":[8,23,65],"comprehensible":[9,29],"and":[10,39,59,79,129,135,154,180,233],"accurate":[11,26],"classification":[12,20,66],"rules.":[13,67],"Indeed":[14],"construct":[16],"a":[17,50,55,61,72,75,80,85,115,139,143,218,231],"model":[18,38],"of":[19,36,74,93,111,124,145,158,169,177,191,196,202,205,212,217,237,246],"tone":[21],"must":[22],"not":[24,181],"only":[25,166],"rules":[27],"but":[28],"also,":[30],"help":[32],"the":[33,37,40,47,91,103,108,112,119,122,132,156,163,170,178,188,192,197,200,213,227,238],"human":[34],"interpretation":[35],"decision":[41],"make":[42],"process.":[43],"In":[44,118],"this":[45],"authors":[48,104],"describe":[49],"purely":[51],"genetic":[52,76],"approach,":[53],"then":[54],"tabu":[56,86],"search":[57,82,87],"approach":[58,70,222],"finaly":[60],"memetic":[62,69],"algorithm":[63,77,179,198],"The":[68],"is":[71,96],"hybridization":[73],"(GA)":[78],"local":[81],"based":[83],"on":[84],"algorithm.":[88],"Knowing":[89],"that":[90],"amount":[92],"treated":[94],"data":[95,100],"always":[97],"huge":[98],"mining":[101],"applications,":[102],"propose":[105],"decrease":[107],"running":[109,194,215,247],"time":[110,195,216],"GA":[113,240],"using":[114],"parallel":[116,235],"scheme.":[117],"authors'":[120],"scheme":[121,236],"concept":[123],"generation":[125,207],"has":[126,223],"been":[127,224],"removed":[128],"replaced":[130],"by":[131,142],"cycle":[133],"one":[134],"each":[136,175,206],"individual":[137],"owns":[138],"lifespan":[140],"represented":[141],"number":[144],"cycles":[146],"affected":[147],"it":[149,160],"randomly":[150],"at":[151,155],"its":[152],"birth":[153],"end":[157],"which":[159],"disappears":[161],"from":[162],"population.":[164,185],"Consequently,":[165],"certain":[167],"individuals":[168,204],"population":[171],"are":[172],"evaluated":[173],"within":[174],"iteration":[176],"all":[182,203],"our":[183],"heterogeneous":[184],"causes":[187],"substantial":[189],"reduction":[190],"total":[193,214],"since":[199],"evaluations":[201],"necessitates":[208],"more":[209],"than":[210],"80%":[211],"classical":[219,239],"GA.":[220],"developed":[225],"with":[226,241],"goal":[228],"present":[230],"new":[232],"efficient":[234],"better":[242],"performances":[243],"terms":[245],"time.":[248]},"counts_by_year":[],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
