{"id":"https://openalex.org/W4401414538","doi":"https://doi.org/10.1109/cec60901.2024.10611859","title":"Computational Cost Reduction in Wrapper Approaches for Feature Selection: A Case of Study Using Permutational-Based Differential Evolution","display_name":"Computational Cost Reduction in Wrapper Approaches for Feature Selection: A Case of Study Using Permutational-Based Differential Evolution","publication_year":2024,"publication_date":"2024-06-30","ids":{"openalex":"https://openalex.org/W4401414538","doi":"https://doi.org/10.1109/cec60901.2024.10611859"},"language":"en","primary_location":{"id":"doi:10.1109/cec60901.2024.10611859","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cec60901.2024.10611859","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE Congress on Evolutionary Computation (CEC)","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/A5092110612","display_name":"Jes\u00fas-Arnulfo Barradas-Palmeros","orcid":"https://orcid.org/0009-0008-1187-4981"},"institutions":[{"id":"https://openalex.org/I147280213","display_name":"Universidad Veracruzana","ror":"https://ror.org/03efxn362","country_code":"MX","type":"education","lineage":["https://openalex.org/I147280213"]}],"countries":["MX"],"is_corresponding":true,"raw_author_name":"Jes\u00fas-Arnulfo Barradas-Palmeros","raw_affiliation_strings":["Artificial Intelligence Research Institute, University of Veracruz,Xalapa,Veracruz,Mexico"],"affiliations":[{"raw_affiliation_string":"Artificial Intelligence Research Institute, University of Veracruz,Xalapa,Veracruz,Mexico","institution_ids":["https://openalex.org/I147280213"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5058469717","display_name":"Efr\u00e9n Mezura\u2010Montes","orcid":"https://orcid.org/0000-0002-1565-5267"},"institutions":[{"id":"https://openalex.org/I147280213","display_name":"Universidad Veracruzana","ror":"https://ror.org/03efxn362","country_code":"MX","type":"education","lineage":["https://openalex.org/I147280213"]}],"countries":["MX"],"is_corresponding":false,"raw_author_name":"Efr\u00e9n Mezura-Montes","raw_affiliation_strings":["Artificial Intelligence Research Institute, University of Veracruz,Xalapa,Veracruz,Mexico"],"affiliations":[{"raw_affiliation_string":"Artificial Intelligence Research Institute, University of Veracruz,Xalapa,Veracruz,Mexico","institution_ids":["https://openalex.org/I147280213"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015192213","display_name":"Rafael Rivera-L\u00f3pez","orcid":"https://orcid.org/0000-0002-5254-4195"},"institutions":[{"id":"https://openalex.org/I4210146858","display_name":"Instituto Tecnologico de Veracruz","ror":"https://ror.org/05gwc3q21","country_code":"MX","type":"education","lineage":["https://openalex.org/I4210146858"]}],"countries":["MX"],"is_corresponding":false,"raw_author_name":"Rafael Rivera-L\u00f3pez","raw_affiliation_strings":["Instituto Tecnol&#x00F3;gico de Veracruz,Departamento de Sistemas y Computaci&#x00F3;n,Veracruz,Veracruz,Mexico"],"affiliations":[{"raw_affiliation_string":"Instituto Tecnol&#x00F3;gico de Veracruz,Departamento de Sistemas y Computaci&#x00F3;n,Veracruz,Veracruz,Mexico","institution_ids":["https://openalex.org/I4210146858"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5054287457","display_name":"H\u00e9ctor\u2010Gabriel Acosta\u2010Mesa","orcid":"https://orcid.org/0000-0002-0935-7642"},"institutions":[{"id":"https://openalex.org/I147280213","display_name":"Universidad Veracruzana","ror":"https://ror.org/03efxn362","country_code":"MX","type":"education","lineage":["https://openalex.org/I147280213"]}],"countries":["MX"],"is_corresponding":false,"raw_author_name":"Hector-Gabriel Acosta-Mesa","raw_affiliation_strings":["Artificial Intelligence Research Institute, University of Veracruz,Xalapa,Veracruz,Mexico"],"affiliations":[{"raw_affiliation_string":"Artificial Intelligence Research Institute, University of Veracruz,Xalapa,Veracruz,Mexico","institution_ids":["https://openalex.org/I147280213"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5092110612"],"corresponding_institution_ids":["https://openalex.org/I147280213"],"apc_list":null,"apc_paid":null,"fwci":1.4504,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.84545887,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"8"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11975","display_name":"Evolutionary Algorithms and Applications","score":0.9994000196456909,"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":0.9994000196456909,"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":0.9993000030517578,"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/T10848","display_name":"Advanced Multi-Objective Optimization Algorithms","score":0.994700014591217,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/reduction","display_name":"Reduction (mathematics)","score":0.6678012609481812},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6528548002243042},{"id":"https://openalex.org/keywords/feature-selection","display_name":"Feature selection","score":0.6242964267730713},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.5772726535797119},{"id":"https://openalex.org/keywords/differential-evolution","display_name":"Differential evolution","score":0.5485133528709412},{"id":"https://openalex.org/keywords/differential","display_name":"Differential (mechanical device)","score":0.5408776998519897},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.4710400402545929},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.44651639461517334},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3738061785697937},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.34158849716186523},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3411579728126526},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.2210593819618225},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.10089877247810364}],"concepts":[{"id":"https://openalex.org/C111335779","wikidata":"https://www.wikidata.org/wiki/Q3454686","display_name":"Reduction (mathematics)","level":2,"score":0.6678012609481812},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6528548002243042},{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.6242964267730713},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.5772726535797119},{"id":"https://openalex.org/C74750220","wikidata":"https://www.wikidata.org/wiki/Q2662197","display_name":"Differential evolution","level":2,"score":0.5485133528709412},{"id":"https://openalex.org/C93226319","wikidata":"https://www.wikidata.org/wiki/Q193137","display_name":"Differential (mechanical device)","level":2,"score":0.5408776998519897},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.4710400402545929},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.44651639461517334},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3738061785697937},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.34158849716186523},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3411579728126526},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.2210593819618225},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.10089877247810364},{"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/C146978453","wikidata":"https://www.wikidata.org/wiki/Q3798668","display_name":"Aerospace engineering","level":1,"score":0.0},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/cec60901.2024.10611859","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cec60901.2024.10611859","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE Congress on Evolutionary Computation (CEC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":27,"referenced_works":["https://openalex.org/W1595159159","https://openalex.org/W1879678483","https://openalex.org/W2144051602","https://openalex.org/W2155529731","https://openalex.org/W2301363727","https://openalex.org/W2343420905","https://openalex.org/W2495093152","https://openalex.org/W2739965732","https://openalex.org/W3007433559","https://openalex.org/W3120740533","https://openalex.org/W3183838547","https://openalex.org/W3186153394","https://openalex.org/W3186962463","https://openalex.org/W3189404865","https://openalex.org/W4200120532","https://openalex.org/W4210264345","https://openalex.org/W4234488063","https://openalex.org/W4244764782","https://openalex.org/W4294811645","https://openalex.org/W4379779492","https://openalex.org/W4391023782","https://openalex.org/W6674502186","https://openalex.org/W6765261940","https://openalex.org/W6773919983","https://openalex.org/W6794846012","https://openalex.org/W6802261383","https://openalex.org/W6809886169"],"related_works":["https://openalex.org/W2532234348","https://openalex.org/W108084911","https://openalex.org/W3147584709","https://openalex.org/W2977677679","https://openalex.org/W2157557172","https://openalex.org/W2393440248","https://openalex.org/W2380784125","https://openalex.org/W1992327129","https://openalex.org/W4386564352","https://openalex.org/W2952668426"],"abstract_inverted_index":{"Wrapper":[0],"approaches":[1],"for":[2,7,36,61,71,92,124,158],"feature":[3,37,159],"selection":[4,160],"are":[5,48],"known":[6],"their":[8],"high":[9,15],"performance,":[10],"but":[11],"the":[12,28,52,78,100,118,128,135,138,151],"drawback":[13],"of":[14,54,120,134,154],"computational":[16,110,152],"cost":[17,53,153],"is":[18,65,82],"presented.":[19],"This":[20],"work":[21],"proposes":[22],"using":[23],"cost-reduction":[24],"mechanisms":[25,147],"applied":[26,83],"to":[27,50,77],"permutational-based":[29],"Differential":[30,72],"Evolution":[31,73],"(DE-FS<sup":[32],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[33],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">PM</sup>)":[34],"algorithm":[35],"selection.":[38],"Two":[39],"proposals":[40],"considering":[41],"fixed":[42,95],"and":[43],"incremental":[44],"sampling":[45,96,113],"fraction":[46,97,133],"strategies":[47,114],"considered":[49],"reduce":[51,117],"evaluating":[55],"an":[56],"individual.":[57],"A":[58],"memory":[59,101,129],"mechanism":[60,102,130],"avoiding":[62],"repeated":[63],"evaluations":[64,136],"included.":[66],"The":[67,94,112,141],"success-history":[68],"parameter":[69],"adaptation":[70],"(SHADE)":[74],"procedure":[75],"adapted":[76],"permutational":[79],"search":[80,139],"space":[81],"in":[84,137],"two":[85,145],"additional":[86],"proposals.":[87],"Eighteen":[88],"datasets":[89],"were":[90],"used":[91,123],"experimentation.":[93],"proposal":[98],"with":[99],"reached":[103],"competitive":[104],"accuracy":[105],"results":[106,142],"while":[107],"requiring":[108],"less":[109],"time.":[111],"could":[115],"effectively":[116,149],"number":[119],"dataset":[121],"instances":[122],"evaluation.":[125],"In":[126],"addition,":[127],"avoids":[131],"a":[132,155],"process.":[140],"show":[143],"that":[144],"simple":[146],"can":[148],"decrease":[150],"wrapper":[156],"approach":[157],"without":[161],"diminishing":[162],"its":[163],"performance.":[164]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":2}],"updated_date":"2025-12-26T23:08:49.675405","created_date":"2025-10-10T00:00:00"}
