{"id":"https://openalex.org/W2924094252","doi":"https://doi.org/10.3233/jifs-169935","title":"Hybrid feature selection using micro genetic algorithm on microarray gene expression data","display_name":"Hybrid feature selection using micro genetic algorithm on microarray gene expression data","publication_year":2019,"publication_date":"2019-03-26","ids":{"openalex":"https://openalex.org/W2924094252","doi":"https://doi.org/10.3233/jifs-169935","mag":"2924094252"},"language":"en","primary_location":{"id":"doi:10.3233/jifs-169935","is_oa":false,"landing_page_url":"https://doi.org/10.3233/jifs-169935","pdf_url":null,"source":{"id":"https://openalex.org/S179157397","display_name":"Journal of Intelligent & Fuzzy Systems","issn_l":"1064-1246","issn":["1064-1246","1875-8967"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Intelligent &amp; Fuzzy Systems","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/A5031731091","display_name":"C. Pragadeesh","orcid":null},"institutions":[{"id":"https://openalex.org/I81556334","display_name":"Amrita Vishwa Vidyapeetham","ror":"https://ror.org/03am10p12","country_code":"IN","type":"education","lineage":["https://openalex.org/I81556334"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"C. Pragadeesh","raw_affiliation_strings":["Department of Computer Science and Engineering, Amrita School of Engineering, Coimbatore, Amrita Vishwa Vidyapeetham, India"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Amrita School of Engineering, Coimbatore, Amrita Vishwa Vidyapeetham, India","institution_ids":["https://openalex.org/I81556334"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5061010587","display_name":"Rohana Jeyaraj","orcid":null},"institutions":[{"id":"https://openalex.org/I81556334","display_name":"Amrita Vishwa Vidyapeetham","ror":"https://ror.org/03am10p12","country_code":"IN","type":"education","lineage":["https://openalex.org/I81556334"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Rohana Jeyaraj","raw_affiliation_strings":["Department of Computer Science and Engineering, Amrita School of Engineering, Coimbatore, Amrita Vishwa Vidyapeetham, India"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Amrita School of Engineering, Coimbatore, Amrita Vishwa Vidyapeetham, India","institution_ids":["https://openalex.org/I81556334"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027606401","display_name":"K. Siranjeevi","orcid":null},"institutions":[{"id":"https://openalex.org/I81556334","display_name":"Amrita Vishwa Vidyapeetham","ror":"https://ror.org/03am10p12","country_code":"IN","type":"education","lineage":["https://openalex.org/I81556334"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"K. Siranjeevi","raw_affiliation_strings":["Department of Computer Science and Engineering, Amrita School of Engineering, Coimbatore, Amrita Vishwa Vidyapeetham, India"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Amrita School of Engineering, Coimbatore, Amrita Vishwa Vidyapeetham, India","institution_ids":["https://openalex.org/I81556334"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015446361","display_name":"R. Abishek","orcid":null},"institutions":[{"id":"https://openalex.org/I81556334","display_name":"Amrita Vishwa Vidyapeetham","ror":"https://ror.org/03am10p12","country_code":"IN","type":"education","lineage":["https://openalex.org/I81556334"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"R. Abishek","raw_affiliation_strings":["Department of Computer Science and Engineering, Amrita School of Engineering, Coimbatore, Amrita Vishwa Vidyapeetham, India"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Amrita School of Engineering, Coimbatore, Amrita Vishwa Vidyapeetham, India","institution_ids":["https://openalex.org/I81556334"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5042348293","display_name":"G. Jeyakumar","orcid":"https://orcid.org/0000-0002-5501-2338"},"institutions":[{"id":"https://openalex.org/I81556334","display_name":"Amrita Vishwa Vidyapeetham","ror":"https://ror.org/03am10p12","country_code":"IN","type":"education","lineage":["https://openalex.org/I81556334"]}],"countries":["IN"],"is_corresponding":true,"raw_author_name":"G. Jeyakumar","raw_affiliation_strings":["Department of Computer Science and Engineering, Amrita School of Engineering, Coimbatore, Amrita Vishwa Vidyapeetham, India"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Amrita School of Engineering, Coimbatore, Amrita Vishwa Vidyapeetham, India","institution_ids":["https://openalex.org/I81556334"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5042348293"],"corresponding_institution_ids":["https://openalex.org/I81556334"],"apc_list":null,"apc_paid":null,"fwci":1.7899,"has_fulltext":false,"cited_by_count":35,"citation_normalized_percentile":{"value":0.85254459,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":"36","issue":"3","first_page":"2241","last_page":"2246"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10885","display_name":"Gene expression and cancer classification","score":0.9987999796867371,"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"}},"topics":[{"id":"https://openalex.org/T10885","display_name":"Gene expression and cancer classification","score":0.9987999796867371,"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/T11975","display_name":"Evolutionary Algorithms and Applications","score":0.9976999759674072,"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/T10320","display_name":"Neural Networks and Applications","score":0.9786999821662903,"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-selection","display_name":"Feature selection","score":0.7785115242004395},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6921182870864868},{"id":"https://openalex.org/keywords/classifier","display_name":"Classifier (UML)","score":0.6524215936660767},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.5489646792411804},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.49241721630096436},{"id":"https://openalex.org/keywords/gene-selection","display_name":"Gene selection","score":0.48836466670036316},{"id":"https://openalex.org/keywords/filter","display_name":"Filter (signal processing)","score":0.48588675260543823},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.47585317492485046},{"id":"https://openalex.org/keywords/microarray-analysis-techniques","display_name":"Microarray analysis techniques","score":0.4694599211215973},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.46817654371261597},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.41885894536972046},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.41535478830337524},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.3443099558353424},{"id":"https://openalex.org/keywords/gene","display_name":"Gene","score":0.16331416368484497},{"id":"https://openalex.org/keywords/gene-expression","display_name":"Gene expression","score":0.09736892580986023},{"id":"https://openalex.org/keywords/biology","display_name":"Biology","score":0.0730944573879242}],"concepts":[{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.7785115242004395},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6921182870864868},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.6524215936660767},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.5489646792411804},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.49241721630096436},{"id":"https://openalex.org/C2984324147","wikidata":"https://www.wikidata.org/wiki/Q3080021","display_name":"Gene selection","level":5,"score":0.48836466670036316},{"id":"https://openalex.org/C106131492","wikidata":"https://www.wikidata.org/wiki/Q3072260","display_name":"Filter (signal processing)","level":2,"score":0.48588675260543823},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.47585317492485046},{"id":"https://openalex.org/C8415881","wikidata":"https://www.wikidata.org/wiki/Q6839217","display_name":"Microarray analysis techniques","level":4,"score":0.4694599211215973},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.46817654371261597},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.41885894536972046},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.41535478830337524},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.3443099558353424},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.16331416368484497},{"id":"https://openalex.org/C150194340","wikidata":"https://www.wikidata.org/wiki/Q26972","display_name":"Gene expression","level":3,"score":0.09736892580986023},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0730944573879242},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","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},{"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}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.3233/jifs-169935","is_oa":false,"landing_page_url":"https://doi.org/10.3233/jifs-169935","pdf_url":null,"source":{"id":"https://openalex.org/S179157397","display_name":"Journal of Intelligent & Fuzzy Systems","issn_l":"1064-1246","issn":["1064-1246","1875-8967"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Intelligent &amp; Fuzzy Systems","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.5799999833106995,"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":13,"referenced_works":["https://openalex.org/W1552768026","https://openalex.org/W1929219710","https://openalex.org/W2100253618","https://openalex.org/W2142594886","https://openalex.org/W2338355707","https://openalex.org/W2484648691","https://openalex.org/W2561856575","https://openalex.org/W2762323924","https://openalex.org/W2765501187","https://openalex.org/W2766169324","https://openalex.org/W2766708656","https://openalex.org/W6640560480","https://openalex.org/W6745122371"],"related_works":["https://openalex.org/W1492428813","https://openalex.org/W1995862559","https://openalex.org/W2170304139","https://openalex.org/W3120424762","https://openalex.org/W4387885766","https://openalex.org/W4299306949","https://openalex.org/W4323967384","https://openalex.org/W4308011238","https://openalex.org/W2041756206","https://openalex.org/W2160192270"],"abstract_inverted_index":{"Research":[0],"has":[1,65],"proved":[2,66],"that":[3,30,43,98,126,202],"DNA":[4],"Microarray":[5],"data":[6,77],"containing":[7],"gene":[8],"expression":[9],"profiles":[10],"are":[11,35,44,85,162],"potentially":[12],"excellent":[13],"diagnostic":[14],"tools":[15],"in":[16,47,89],"the":[17,31,39,54,132,150,160,188],"medical":[18],"industry.":[19],"A":[20],"persistent":[21],"problem":[22],"with":[23],"regard":[24],"to":[25,49,67,109,122,131,138,148,174,198],"accessible":[26],"microarray":[27,111],"datasets":[28],"is":[29,135,157,190],"number":[32,40,182],"of":[33,41,154,183,187],"samples":[34],"much":[36],"lesser":[37],"than":[38],"features":[42,84,125,156,161],"present.":[45],"Thus,":[46],"order":[48],"extract":[50],"accurate":[51],"information":[52],"from":[53],"dataset,":[55],"one":[56],"must":[57],"use":[58,203],"a":[59,96,100,115,165,180],"robust":[60],"technique.":[61],"Feature":[62],"selection":[63,104,207],"(FS)":[64],"be":[68,79],"an":[69,140],"effective":[70],"way":[71],"by":[72,193],"which":[73],"irrelevant":[74],"and":[75,87,170],"noisy":[76],"can":[78],"discarded.":[80],"In":[81],"FS,":[82],"relevant":[83],"picked,":[86],"result":[88],"commendable":[90],"classification":[91,134,177],"accuracy.":[92],"This":[93],"paper":[94],"proposes":[95],"model":[97,189],"employs":[99],"compounded":[101],"hybrid":[102],"feature":[103,206],"technique":[105,143],"(Filter":[106],"+":[107],"Wrapper)":[108],"classify":[110],"cancer":[112],"data.":[113],"Initially,":[114],"filter":[116],"method":[117],"called":[118],"Information":[119],"Gain":[120],"(IG)":[121],"eliminate":[123],"redundant":[124],"will":[127],"not":[128],"contribute":[129],"significantly":[130,192],"final":[133],"used.":[136],"Following":[137],"that,":[139],"evolutionary":[141],"computing":[142],"(micro":[144],"Genetic":[145],"Algorithm":[146],"(mGA))":[147],"find":[149],"best":[151],"minimal":[152,181],"subset":[153],"required":[155],"employed.":[158],"Then":[159],"classified":[163],"using":[164,179],"traditional":[166],"Support":[167],"Vector":[168],"Classifier":[169],"also":[171],"cross":[172],"validated":[173],"obtain":[175],"high":[176],"accuracy,":[178],"features.":[184],"The":[185],"complexity":[186],"reduced":[191],"adding":[194],"mGA,":[195],"as":[196],"opposed":[197],"already":[199],"existing":[200],"models":[201],"various":[204],"other":[205],"algorithms.":[208]},"counts_by_year":[{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":8},{"year":2022,"cited_by_count":9},{"year":2021,"cited_by_count":8},{"year":2020,"cited_by_count":1},{"year":2019,"cited_by_count":3},{"year":2018,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
