{"id":"https://openalex.org/W4387363574","doi":"https://doi.org/10.1007/s43926-023-00042-5","title":"Feature selection using differential evolution for microarray data classification","display_name":"Feature selection using differential evolution for microarray data classification","publication_year":2023,"publication_date":"2023-10-05","ids":{"openalex":"https://openalex.org/W4387363574","doi":"https://doi.org/10.1007/s43926-023-00042-5"},"language":"en","primary_location":{"id":"doi:10.1007/s43926-023-00042-5","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s43926-023-00042-5","pdf_url":"https://link.springer.com/content/pdf/10.1007/s43926-023-00042-5.pdf","source":{"id":"https://openalex.org/S4210230675","display_name":"Discover Internet of Things","issn_l":"2730-7239","issn":["2730-7239"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Discover Internet of Things","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://link.springer.com/content/pdf/10.1007/s43926-023-00042-5.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5042300214","display_name":"Sanjay Prajapati","orcid":"https://orcid.org/0009-0006-7211-2433"},"institutions":[{"id":"https://openalex.org/I67357951","display_name":"KIIT University","ror":"https://ror.org/00k8zt527","country_code":"IN","type":"education","lineage":["https://openalex.org/I67357951"]}],"countries":["IN"],"is_corresponding":true,"raw_author_name":"Sanjay Prajapati","raw_affiliation_strings":["School of Computer Engineering, KIIT Deemed to be University, Bhubaneswar, 751024, Odisha, India"],"affiliations":[{"raw_affiliation_string":"School of Computer Engineering, KIIT Deemed to be University, Bhubaneswar, 751024, Odisha, India","institution_ids":["https://openalex.org/I67357951"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5030334885","display_name":"Himansu Das","orcid":"https://orcid.org/0000-0002-3995-2768"},"institutions":[{"id":"https://openalex.org/I67357951","display_name":"KIIT University","ror":"https://ror.org/00k8zt527","country_code":"IN","type":"education","lineage":["https://openalex.org/I67357951"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Himansu Das","raw_affiliation_strings":["School of Computer Engineering, KIIT Deemed to be University, Bhubaneswar, 751024, Odisha, India"],"affiliations":[{"raw_affiliation_string":"School of Computer Engineering, KIIT Deemed to be University, Bhubaneswar, 751024, Odisha, India","institution_ids":["https://openalex.org/I67357951"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5042779633","display_name":"Mahendra Kumar Gourisaria","orcid":"https://orcid.org/0000-0002-1785-8586"},"institutions":[{"id":"https://openalex.org/I67357951","display_name":"KIIT University","ror":"https://ror.org/00k8zt527","country_code":"IN","type":"education","lineage":["https://openalex.org/I67357951"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Mahendra Kumar Gourisaria","raw_affiliation_strings":["School of Computer Engineering, KIIT Deemed to be University, Bhubaneswar, 751024, Odisha, India"],"affiliations":[{"raw_affiliation_string":"School of Computer Engineering, KIIT Deemed to be University, Bhubaneswar, 751024, Odisha, India","institution_ids":["https://openalex.org/I67357951"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5042300214"],"corresponding_institution_ids":["https://openalex.org/I67357951"],"apc_list":{"value":990,"currency":"EUR","value_usd":1067},"apc_paid":{"value":990,"currency":"EUR","value_usd":1067},"fwci":1.7371,"has_fulltext":true,"cited_by_count":10,"citation_normalized_percentile":{"value":0.87792054,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":"3","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11975","display_name":"Evolutionary Algorithms and Applications","score":0.9991000294685364,"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":0.9991000294685364,"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/T10885","display_name":"Gene expression and cancer classification","score":0.9983999729156494,"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/T10100","display_name":"Metaheuristic Optimization Algorithms Research","score":0.9894999861717224,"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":0.8056648969650269},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6488603949546814},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.6063587069511414},{"id":"https://openalex.org/keywords/redundancy","display_name":"Redundancy (engineering)","score":0.5234814882278442},{"id":"https://openalex.org/keywords/random-forest","display_name":"Random forest","score":0.5056605339050293},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.5046314001083374},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.4817216992378235},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.4753153920173645},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4632958173751831},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.43852126598358154},{"id":"https://openalex.org/keywords/decision-tree","display_name":"Decision tree","score":0.4320404529571533},{"id":"https://openalex.org/keywords/differential-evolution","display_name":"Differential evolution","score":0.41757112741470337},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3501429557800293}],"concepts":[{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.8056648969650269},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6488603949546814},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.6063587069511414},{"id":"https://openalex.org/C152124472","wikidata":"https://www.wikidata.org/wiki/Q1204361","display_name":"Redundancy (engineering)","level":2,"score":0.5234814882278442},{"id":"https://openalex.org/C169258074","wikidata":"https://www.wikidata.org/wiki/Q245748","display_name":"Random forest","level":2,"score":0.5056605339050293},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.5046314001083374},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.4817216992378235},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.4753153920173645},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4632958173751831},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.43852126598358154},{"id":"https://openalex.org/C84525736","wikidata":"https://www.wikidata.org/wiki/Q831366","display_name":"Decision tree","level":2,"score":0.4320404529571533},{"id":"https://openalex.org/C74750220","wikidata":"https://www.wikidata.org/wiki/Q2662197","display_name":"Differential evolution","level":2,"score":0.41757112741470337},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3501429557800293},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","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/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"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":2,"locations":[{"id":"doi:10.1007/s43926-023-00042-5","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s43926-023-00042-5","pdf_url":"https://link.springer.com/content/pdf/10.1007/s43926-023-00042-5.pdf","source":{"id":"https://openalex.org/S4210230675","display_name":"Discover Internet of Things","issn_l":"2730-7239","issn":["2730-7239"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Discover Internet of Things","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:d062e1ceecdf4a20a9b933f843276132","is_oa":true,"landing_page_url":"https://doaj.org/article/d062e1ceecdf4a20a9b933f843276132","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Discover Internet of Things, Vol 3, Iss 1, Pp 1-14 (2023)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1007/s43926-023-00042-5","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s43926-023-00042-5","pdf_url":"https://link.springer.com/content/pdf/10.1007/s43926-023-00042-5.pdf","source":{"id":"https://openalex.org/S4210230675","display_name":"Discover Internet of Things","issn_l":"2730-7239","issn":["2730-7239"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Discover Internet of Things","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.699999988079071,"display_name":"Life in Land","id":"https://metadata.un.org/sdg/15"}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4387363574.pdf"},"referenced_works_count":38,"referenced_works":["https://openalex.org/W1493357981","https://openalex.org/W1504974927","https://openalex.org/W1526346139","https://openalex.org/W1558836385","https://openalex.org/W2075643013","https://openalex.org/W2142272989","https://openalex.org/W2167101736","https://openalex.org/W2523179224","https://openalex.org/W2767794418","https://openalex.org/W2807319534","https://openalex.org/W2856141131","https://openalex.org/W2930013663","https://openalex.org/W2995098893","https://openalex.org/W2995115464","https://openalex.org/W3000991033","https://openalex.org/W3013542696","https://openalex.org/W3013965312","https://openalex.org/W3026126388","https://openalex.org/W3046095786","https://openalex.org/W3109812433","https://openalex.org/W3116867775","https://openalex.org/W3119561822","https://openalex.org/W3135352917","https://openalex.org/W3196024174","https://openalex.org/W3208295819","https://openalex.org/W4210835248","https://openalex.org/W4210855350","https://openalex.org/W4210881910","https://openalex.org/W4220654285","https://openalex.org/W4285163101","https://openalex.org/W4293690164","https://openalex.org/W4293691045","https://openalex.org/W4309928144","https://openalex.org/W4310398111","https://openalex.org/W4319065687","https://openalex.org/W4323967384","https://openalex.org/W4361986459","https://openalex.org/W6740439499"],"related_works":["https://openalex.org/W4388745254","https://openalex.org/W2980082554","https://openalex.org/W2767419625","https://openalex.org/W2156571267","https://openalex.org/W2389704471","https://openalex.org/W1517228774","https://openalex.org/W4366990902","https://openalex.org/W2117019857","https://openalex.org/W4317732970","https://openalex.org/W2747166117"],"abstract_inverted_index":{"Abstract":[0],"The":[1,13,126,224],"dimensions":[2],"of":[3,21,28,40,45,129,138,204],"microarray":[4,16,53],"datasets":[5,17,61],"are":[6,120],"very":[7],"large,":[8],"containing":[9],"noise":[10],"and":[11,72,166,194],"redundancy.":[12],"problem":[14],"with":[15,109,183],"is":[18,58,75,103,132,152],"the":[19,26,38,43,135,146,205,218,233,239,242],"presence":[20],"more":[22],"features":[23,111,119],"compared":[24,237],"to":[25,48,105,122,133,169,238],"number":[27,39,44],"samples,":[29],"which":[30],"adversely":[31],"affects":[32],"algorithm":[33],"performance.":[34],"In":[35,83,140,176],"other":[36],"words,":[37],"columns":[41],"exceeds":[42],"rows.":[46],"Therefore,":[47],"extract":[49],"precise":[50],"information":[51],"from":[52],"datasets,":[54],"a":[55,63,94,153,202],"robust":[56],"technique":[57],"required.":[59],"Microarray":[60],"play":[62],"critical":[64],"role":[65],"in":[66,163,173],"detecting":[67],"various":[68,164],"diseases,":[69],"including":[70],"cancer":[71],"tumors.":[73],"This":[74],"where":[76,241],"feature":[77,86,130,229,243],"selection":[78,87,131,230,244],"techniques":[79],"come":[80],"into":[81],"play.":[82],"recent":[84],"times,":[85],"(FS)":[88],"has":[89,159],"gained":[90],"significant":[91],"importance":[92],"as":[93,116,215,217],"data":[95],"preparation":[96],"method,":[97],"particularly":[98],"for":[99,221],"high-dimensional":[100],"data.":[101],"It":[102],"preferable":[104],"address":[106],"classification":[107,186],"problems":[108,172],"fewer":[110],"while":[112],"maintaining":[113],"high":[114],"accuracy,":[115],"not":[117,246],"all":[118],"necessary":[121],"achieve":[123],"this":[124,141],"goal.":[125],"primary":[127],"objective":[128],"identify":[134],"optimal":[136],"subset":[137],"features.":[139],"context,":[142],"we":[143,179],"will":[144,180,200],"employ":[145],"Differential":[147],"Evolution":[148],"(DE)":[149],"algorithm.":[150],"DE":[151,182],"population-based":[154],"stochastic":[155],"search":[156],"approach":[157],"that":[158,227],"found":[160],"widespread":[161],"use":[162],"scientific":[165],"technical":[167],"domains":[168],"solve":[170],"optimization":[171],"continuous":[174],"spaces.":[175],"our":[177],"approach,":[178],"combine":[181],"three":[184],"different":[185],"algorithms:":[187],"Random":[188],"Forest":[189],"(RF),":[190],"Decision":[191],"Tree":[192],"(DT),":[193],"Logistic":[195],"Regression":[196],"(LR).":[197],"Our":[198],"analysis":[199],"include":[201],"comparison":[203],"accuracy":[206],"achieved":[207],"by":[208],"each":[209,213,222],"algorithmic":[210],"model":[211],"on":[212],"dataset,":[214],"well":[216],"fitness":[219],"error":[220],"model.":[223],"results":[225,234,240],"indicate":[226],"when":[228],"was":[231,245],"used":[232],"were":[235],"better":[236],"used.":[247]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":4}],"updated_date":"2026-04-04T08:04:53.788161","created_date":"2025-10-10T00:00:00"}
