{"id":"https://openalex.org/W4387007670","doi":"https://doi.org/10.1109/cec53210.2023.10254048","title":"A Filter-Based Feature Selection and Ranking Approach to Enhance Genetic Programming for High-Dimensional Data Analysis","display_name":"A Filter-Based Feature Selection and Ranking Approach to Enhance Genetic Programming for High-Dimensional Data Analysis","publication_year":2023,"publication_date":"2023-07-01","ids":{"openalex":"https://openalex.org/W4387007670","doi":"https://doi.org/10.1109/cec53210.2023.10254048"},"language":"en","primary_location":{"id":"doi:10.1109/cec53210.2023.10254048","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cec53210.2023.10254048","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE Congress on Evolutionary Computation (CEC)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5103181063","display_name":"Mohammad Sadegh Khorshidi","orcid":"https://orcid.org/0000-0001-6556-2926"},"institutions":[{"id":"https://openalex.org/I114017466","display_name":"University of Technology Sydney","ror":"https://ror.org/03f0f6041","country_code":"AU","type":"education","lineage":["https://openalex.org/I114017466"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Mohammad Sadegh Khorshidi","raw_affiliation_strings":["University of Technology Sydney,Faculty of Engineering and Information Technology,Sydney,Australia","Faculty of Engineering and Information Technology, University of Technology Sydney, Sydney, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Technology Sydney,Faculty of Engineering and Information Technology,Sydney,Australia","institution_ids":["https://openalex.org/I114017466"]},{"raw_affiliation_string":"Faculty of Engineering and Information Technology, University of Technology Sydney, Sydney, Australia","institution_ids":["https://openalex.org/I114017466"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5044801385","display_name":"Danial Yazdani","orcid":"https://orcid.org/0000-0002-7799-5013"},"institutions":[{"id":"https://openalex.org/I114017466","display_name":"University of Technology Sydney","ror":"https://ror.org/03f0f6041","country_code":"AU","type":"education","lineage":["https://openalex.org/I114017466"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Danial Yazdani","raw_affiliation_strings":["University of Technology Sydney,Faculty of Engineering and Information Technology,Sydney,Australia","Faculty of Engineering and Information Technology, University of Technology Sydney, Sydney, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Technology Sydney,Faculty of Engineering and Information Technology,Sydney,Australia","institution_ids":["https://openalex.org/I114017466"]},{"raw_affiliation_string":"Faculty of Engineering and Information Technology, University of Technology Sydney, Sydney, Australia","institution_ids":["https://openalex.org/I114017466"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5073814691","display_name":"Jacek Ma\u0144dziuk","orcid":"https://orcid.org/0000-0003-0947-028X"},"institutions":[{"id":"https://openalex.org/I108403487","display_name":"Warsaw University of Technology","ror":"https://ror.org/00y0xnp53","country_code":"PL","type":"education","lineage":["https://openalex.org/I108403487"]},{"id":"https://openalex.org/I4210136912","display_name":"Wy\u017csza Szko\u0142a Technologii Informatycznych w Warszawie","ror":"https://ror.org/03v1svm63","country_code":"PL","type":"education","lineage":["https://openalex.org/I4210136912"]},{"id":"https://openalex.org/I4654613","display_name":"University of Warsaw","ror":"https://ror.org/039bjqg32","country_code":"PL","type":"education","lineage":["https://openalex.org/I4654613"]}],"countries":["PL"],"is_corresponding":false,"raw_author_name":"Jacek Ma\u0144dziuk","raw_affiliation_strings":["Warsaw University of Technology,Faculty of Mathematics and Information Science,Warszawa,Poland","Faculty of Mathematics and Information Science, Warsaw University of Technology, Warszawa, Poland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Warsaw University of Technology,Faculty of Mathematics and Information Science,Warszawa,Poland","institution_ids":["https://openalex.org/I108403487","https://openalex.org/I4210136912","https://openalex.org/I4654613"]},{"raw_affiliation_string":"Faculty of Mathematics and Information Science, Warsaw University of Technology, Warszawa, Poland","institution_ids":["https://openalex.org/I108403487"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016579329","display_name":"Mohammad Reza Nikoo","orcid":"https://orcid.org/0000-0002-3740-4389"},"institutions":[{"id":"https://openalex.org/I47818738","display_name":"Sultan Qaboos University","ror":"https://ror.org/04wq8zb47","country_code":"OM","type":"education","lineage":["https://openalex.org/I47818738"]}],"countries":["OM"],"is_corresponding":false,"raw_author_name":"Mohammad Reza Nikoo","raw_affiliation_strings":["Sultan Qaboos University,Department of Civil and Architectural Engineering,Muscat,Oman","Department of Civil and Architectural Engineering, Sultan Qaboos University, Muscat, Oman"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Sultan Qaboos University,Department of Civil and Architectural Engineering,Muscat,Oman","institution_ids":["https://openalex.org/I47818738"]},{"raw_affiliation_string":"Department of Civil and Architectural Engineering, Sultan Qaboos University, Muscat, Oman","institution_ids":["https://openalex.org/I47818738"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5039341855","display_name":"Amir H. Gandomi","orcid":"https://orcid.org/0000-0002-2798-0104"},"institutions":[{"id":"https://openalex.org/I114017466","display_name":"University of Technology Sydney","ror":"https://ror.org/03f0f6041","country_code":"AU","type":"education","lineage":["https://openalex.org/I114017466"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Amir H. Gandomi","raw_affiliation_strings":["University of Technology Sydney,Faculty of Engineering and Information Technology,Sydney,Australia","Faculty of Engineering and Information Technology, University of Technology Sydney, Sydney, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Technology Sydney,Faculty of Engineering and Information Technology,Sydney,Australia","institution_ids":["https://openalex.org/I114017466"]},{"raw_affiliation_string":"Faculty of Engineering and Information Technology, University of Technology Sydney, Sydney, Australia","institution_ids":["https://openalex.org/I114017466"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"9"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11975","display_name":"Evolutionary Algorithms and Applications","score":1.0,"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":1.0,"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":0.9983000159263611,"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":0.987500011920929,"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/feature-selection","display_name":"Feature selection","score":0.8995147943496704},{"id":"https://openalex.org/keywords/genetic-programming","display_name":"Genetic programming","score":0.7399386167526245},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.714375913143158},{"id":"https://openalex.org/keywords/ranking","display_name":"Ranking (information retrieval)","score":0.6609894037246704},{"id":"https://openalex.org/keywords/filter","display_name":"Filter (signal processing)","score":0.6295217275619507},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5935207009315491},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5769999027252197},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.5583450794219971},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.550790011882782},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.49313586950302124},{"id":"https://openalex.org/keywords/minimum-redundancy-feature-selection","display_name":"Minimum redundancy feature selection","score":0.439519464969635},{"id":"https://openalex.org/keywords/feature-extraction","display_name":"Feature extraction","score":0.42232733964920044}],"concepts":[{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.8995147943496704},{"id":"https://openalex.org/C110332635","wikidata":"https://www.wikidata.org/wiki/Q629498","display_name":"Genetic programming","level":2,"score":0.7399386167526245},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.714375913143158},{"id":"https://openalex.org/C189430467","wikidata":"https://www.wikidata.org/wiki/Q7293293","display_name":"Ranking (information retrieval)","level":2,"score":0.6609894037246704},{"id":"https://openalex.org/C106131492","wikidata":"https://www.wikidata.org/wiki/Q3072260","display_name":"Filter (signal processing)","level":2,"score":0.6295217275619507},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5935207009315491},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5769999027252197},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.5583450794219971},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.550790011882782},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.49313586950302124},{"id":"https://openalex.org/C16811321","wikidata":"https://www.wikidata.org/wiki/Q17138905","display_name":"Minimum redundancy feature selection","level":3,"score":0.439519464969635},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.42232733964920044},{"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/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/cec53210.2023.10254048","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cec53210.2023.10254048","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE Congress on Evolutionary Computation (CEC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.4000000059604645,"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure"}],"awards":[{"id":"https://openalex.org/G2923353714","display_name":"Genetic Programming for Big Data Analytics","funder_award_id":"DE210101808","funder_id":"https://openalex.org/F4320334704","funder_display_name":"Australian Research Council"}],"funders":[{"id":"https://openalex.org/F4320334704","display_name":"Australian Research Council","ror":"https://ror.org/05mmh0f86"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":25,"referenced_works":["https://openalex.org/W104441265","https://openalex.org/W203043813","https://openalex.org/W608402566","https://openalex.org/W1542000206","https://openalex.org/W1568906816","https://openalex.org/W1630879738","https://openalex.org/W1995875735","https://openalex.org/W1999978517","https://openalex.org/W2059396387","https://openalex.org/W2078093994","https://openalex.org/W2086877268","https://openalex.org/W2092495304","https://openalex.org/W2219995598","https://openalex.org/W2595303237","https://openalex.org/W2821221765","https://openalex.org/W2963798770","https://openalex.org/W2966125673","https://openalex.org/W2982520518","https://openalex.org/W2999681686","https://openalex.org/W3120740533","https://openalex.org/W3191392169","https://openalex.org/W4213130781","https://openalex.org/W4220900977","https://openalex.org/W6608260323","https://openalex.org/W6809490776"],"related_works":["https://openalex.org/W2156571267","https://openalex.org/W2998727463","https://openalex.org/W2805829984","https://openalex.org/W4388573469","https://openalex.org/W3135058836","https://openalex.org/W4249305026","https://openalex.org/W2883787619","https://openalex.org/W2940071312","https://openalex.org/W2290248771","https://openalex.org/W2286904880"],"abstract_inverted_index":{"Genetic":[0],"programming":[1],"(GP),":[2],"as":[3,28,59],"a":[4,60,76,98,166],"predictive":[5],"data":[6],"analytic":[7],"tool,":[8],"has":[9,93],"difficulties":[10],"dealing":[11],"with":[12,117],"high-dimensional":[13,123,148],"problems.":[14,124],"Therefore,":[15],"some":[16],"GP":[17,30,50,131],"variants":[18],"have":[19],"been":[20,94],"proposed":[21,141],"for":[22,41,49],"this":[23],"type":[24],"of":[25,71,79,83,97,129,187],"problem,":[26],"such":[27],"multi-stage":[29],"(MSGP).":[31],"Filter-based":[32],"feature":[33,62,87,111,157,168],"selection":[34,63,88,112,158,169],"is":[35,51,143],"commonly":[36],"used":[37],"in":[38,90,101,119,178],"the":[39,72,95,102,127,130,137,173,185],"literature":[40],"various":[42],"machine":[43,91],"learning":[44,92],"purposes.":[45],"However,":[46],"its":[47],"application":[48],"overlooked":[52],"due":[53],"to":[54,57,66,107,121,171],"GP's":[55,154],"capability":[56],"operate":[58],"wrapper-based":[61],"while":[64],"trying":[65],"find":[67],"an":[68,109],"optimal":[69],"expression":[70,182],"target":[73],"variable":[74],"via":[75],"functional":[77],"combination":[78],"predictors.":[80],"The":[81,140,150],"effectiveness":[82],"wrapper-":[84],"and":[85,114,184],"filer-based":[86],"approaches":[89],"subject":[96],"long-standing":[99],"debate":[100],"literature.":[103],"This":[104],"study":[105],"aims":[106],"introduce":[108],"efficient":[110],"approach":[113,142,170],"couple":[115],"it":[116],"MSGP":[118],"order":[120],"handle":[122],"In":[125],"addition,":[126],"stages":[128],"are":[132],"systematically":[133],"ordered":[134],"based":[135],"on":[136],"variables'":[138],"information.":[139],"tested":[144],"against":[145],"five":[146],"real":[147],"datasets.":[149],"results":[151,177],"show":[152],"that":[153],"inherent":[155],"wrapper":[156],"ability":[159],"can":[160],"be":[161],"advanced":[162],"further":[163],"by":[164],"using":[165],"filter-based":[167],"shrink":[172],"search":[174],"space,":[175],"which":[176],"improving":[179],"computational":[180],"costs,":[181],"complexity":[183],"accuracy":[186],"MSGP.":[188]},"counts_by_year":[{"year":2023,"cited_by_count":1}],"updated_date":"2026-07-22T07:51:19.307946","created_date":"2025-10-10T00:00:00"}