{"id":"https://openalex.org/W2974173314","doi":"https://doi.org/10.1515/jisys-2019-0062","title":"Binary Genetic Swarm Optimization: A Combination of GA and PSO for Feature Selection","display_name":"Binary Genetic Swarm Optimization: A Combination of GA and PSO for Feature Selection","publication_year":2019,"publication_date":"2019-09-14","ids":{"openalex":"https://openalex.org/W2974173314","doi":"https://doi.org/10.1515/jisys-2019-0062","mag":"2974173314"},"language":"en","primary_location":{"id":"doi:10.1515/jisys-2019-0062","is_oa":true,"landing_page_url":"https://doi.org/10.1515/jisys-2019-0062","pdf_url":"https://www.degruyter.com/downloadpdf/journals/jisys/29/1/article-p1598.pdf","source":{"id":"https://openalex.org/S2764846071","display_name":"Journal of Intelligent Systems","issn_l":"0334-1860","issn":["0334-1860","2191-026X"],"is_oa":false,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310315148","host_organization_name":"IlmuKomputer.Com","host_organization_lineage":["https://openalex.org/P4310315148"],"host_organization_lineage_names":["IlmuKomputer.Com"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Intelligent Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://www.degruyter.com/downloadpdf/journals/jisys/29/1/article-p1598.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5069519791","display_name":"Manosij Ghosh","orcid":"https://orcid.org/0000-0003-2954-9876"},"institutions":[{"id":"https://openalex.org/I170979836","display_name":"Jadavpur University","ror":"https://ror.org/02af4h012","country_code":"IN","type":"education","lineage":["https://openalex.org/I170979836"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Manosij Ghosh","raw_affiliation_strings":["Computer Science and Engineering Department , Jadavpur University , 188, Raja S.C. Mallick Road , Kolkata 700032, West Bengal , India"],"raw_orcid":"https://orcid.org/0000-0003-2954-9876","affiliations":[{"raw_affiliation_string":"Computer Science and Engineering Department , Jadavpur University , 188, Raja S.C. Mallick Road , Kolkata 700032, West Bengal , India","institution_ids":["https://openalex.org/I170979836"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5049905796","display_name":"Ritam Guha","orcid":"https://orcid.org/0000-0002-1375-777X"},"institutions":[{"id":"https://openalex.org/I170979836","display_name":"Jadavpur University","ror":"https://ror.org/02af4h012","country_code":"IN","type":"education","lineage":["https://openalex.org/I170979836"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Ritam Guha","raw_affiliation_strings":["Computer Science and Engineering Department , Jadavpur University , 188, Raja S.C. Mallick Road , Kolkata 700032, West Bengal , India"],"raw_orcid":"https://orcid.org/0000-0002-1375-777X","affiliations":[{"raw_affiliation_string":"Computer Science and Engineering Department , Jadavpur University , 188, Raja S.C. Mallick Road , Kolkata 700032, West Bengal , India","institution_ids":["https://openalex.org/I170979836"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102393726","display_name":"Imran Alam","orcid":null},"institutions":[{"id":"https://openalex.org/I170979836","display_name":"Jadavpur University","ror":"https://ror.org/02af4h012","country_code":"IN","type":"education","lineage":["https://openalex.org/I170979836"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Imran Alam","raw_affiliation_strings":["Computer Science and Engineering Department , Jadavpur University , 188, Raja S.C. Mallick Road , Kolkata 700032, West Bengal , India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Computer Science and Engineering Department , Jadavpur University , 188, Raja S.C. Mallick Road , Kolkata 700032, West Bengal , India","institution_ids":["https://openalex.org/I170979836"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5059447373","display_name":"Priyank Lohariwal","orcid":"https://orcid.org/0000-0002-9203-9820"},"institutions":[{"id":"https://openalex.org/I170979836","display_name":"Jadavpur University","ror":"https://ror.org/02af4h012","country_code":"IN","type":"education","lineage":["https://openalex.org/I170979836"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Priyank Lohariwal","raw_affiliation_strings":["Computer Science and Engineering Department , Jadavpur University , 188, Raja S.C. Mallick Road , Kolkata 700032, West Bengal , India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Computer Science and Engineering Department , Jadavpur University , 188, Raja S.C. Mallick Road , Kolkata 700032, West Bengal , India","institution_ids":["https://openalex.org/I170979836"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5058739976","display_name":"Devesh Jalan","orcid":null},"institutions":[{"id":"https://openalex.org/I170979836","display_name":"Jadavpur University","ror":"https://ror.org/02af4h012","country_code":"IN","type":"education","lineage":["https://openalex.org/I170979836"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Devesh Jalan","raw_affiliation_strings":["Computer Science and Engineering Department , Jadavpur University , 188, Raja S.C. Mallick Road , Kolkata 700032, West Bengal , India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Computer Science and Engineering Department , Jadavpur University , 188, Raja S.C. Mallick Road , Kolkata 700032, West Bengal , India","institution_ids":["https://openalex.org/I170979836"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5082599641","display_name":"Ram Sarkar","orcid":"https://orcid.org/0000-0001-8813-4086"},"institutions":[{"id":"https://openalex.org/I170979836","display_name":"Jadavpur University","ror":"https://ror.org/02af4h012","country_code":"IN","type":"education","lineage":["https://openalex.org/I170979836"]}],"countries":["IN"],"is_corresponding":true,"raw_author_name":"Ram Sarkar","raw_affiliation_strings":["Computer Science and Engineering Department , Jadavpur University , 188, Raja S.C. Mallick Road , Kolkata 700032, West Bengal , India"],"raw_orcid":"https://orcid.org/0000-0001-8813-4086","affiliations":[{"raw_affiliation_string":"Computer Science and Engineering Department , Jadavpur University , 188, Raja S.C. Mallick Road , Kolkata 700032, West Bengal , India","institution_ids":["https://openalex.org/I170979836"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5082599641"],"corresponding_institution_ids":["https://openalex.org/I170979836"],"apc_list":{"value":1000,"currency":"EUR","value_usd":1078},"apc_paid":{"value":1000,"currency":"EUR","value_usd":1078},"fwci":4.5181,"has_fulltext":true,"cited_by_count":58,"citation_normalized_percentile":{"value":0.95669001,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":100},"biblio":{"volume":"29","issue":"1","first_page":"1598","last_page":"1610"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"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"}},"topics":[{"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/T11975","display_name":"Evolutionary Algorithms and Applications","score":0.9873999953269958,"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":0.9753000140190125,"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/particle-swarm-optimization","display_name":"Particle swarm optimization","score":0.7769366502761841},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.646544337272644},{"id":"https://openalex.org/keywords/feature-selection","display_name":"Feature selection","score":0.6113316416740417},{"id":"https://openalex.org/keywords/genetic-algorithm","display_name":"Genetic algorithm","score":0.5955389738082886},{"id":"https://openalex.org/keywords/perceptron","display_name":"Perceptron","score":0.5602554678916931},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.5541448593139648},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5119898915290833},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.47866591811180115},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.44916871190071106},{"id":"https://openalex.org/keywords/swarm-behaviour","display_name":"Swarm behaviour","score":0.44908469915390015},{"id":"https://openalex.org/keywords/multilayer-perceptron","display_name":"Multilayer perceptron","score":0.4444522261619568},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.4399973750114441},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.369229793548584},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3204353451728821},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.26735639572143555},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.21225020289421082}],"concepts":[{"id":"https://openalex.org/C85617194","wikidata":"https://www.wikidata.org/wiki/Q2072794","display_name":"Particle swarm optimization","level":2,"score":0.7769366502761841},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.646544337272644},{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.6113316416740417},{"id":"https://openalex.org/C8880873","wikidata":"https://www.wikidata.org/wiki/Q187787","display_name":"Genetic algorithm","level":2,"score":0.5955389738082886},{"id":"https://openalex.org/C60908668","wikidata":"https://www.wikidata.org/wiki/Q690207","display_name":"Perceptron","level":3,"score":0.5602554678916931},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5541448593139648},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5119898915290833},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.47866591811180115},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.44916871190071106},{"id":"https://openalex.org/C181335050","wikidata":"https://www.wikidata.org/wiki/Q14915018","display_name":"Swarm behaviour","level":2,"score":0.44908469915390015},{"id":"https://openalex.org/C179717631","wikidata":"https://www.wikidata.org/wiki/Q2991667","display_name":"Multilayer perceptron","level":3,"score":0.4444522261619568},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.4399973750114441},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.369229793548584},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3204353451728821},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.26735639572143555},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.21225020289421082},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","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/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1515/jisys-2019-0062","is_oa":true,"landing_page_url":"https://doi.org/10.1515/jisys-2019-0062","pdf_url":"https://www.degruyter.com/downloadpdf/journals/jisys/29/1/article-p1598.pdf","source":{"id":"https://openalex.org/S2764846071","display_name":"Journal of Intelligent Systems","issn_l":"0334-1860","issn":["0334-1860","2191-026X"],"is_oa":false,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310315148","host_organization_name":"IlmuKomputer.Com","host_organization_lineage":["https://openalex.org/P4310315148"],"host_organization_lineage_names":["IlmuKomputer.Com"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Intelligent Systems","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:50b61d47a13a4621b85500f223699be6","is_oa":true,"landing_page_url":"https://doaj.org/article/50b61d47a13a4621b85500f223699be6","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Journal of Intelligent Systems, Vol 29, Iss 1, Pp 1598-1610 (2019)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1515/jisys-2019-0062","is_oa":true,"landing_page_url":"https://doi.org/10.1515/jisys-2019-0062","pdf_url":"https://www.degruyter.com/downloadpdf/journals/jisys/29/1/article-p1598.pdf","source":{"id":"https://openalex.org/S2764846071","display_name":"Journal of Intelligent Systems","issn_l":"0334-1860","issn":["0334-1860","2191-026X"],"is_oa":false,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310315148","host_organization_name":"IlmuKomputer.Com","host_organization_lineage":["https://openalex.org/P4310315148"],"host_organization_lineage_names":["IlmuKomputer.Com"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Intelligent Systems","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2974173314.pdf","grobid_xml":"https://content.openalex.org/works/W2974173314.grobid-xml"},"referenced_works_count":36,"referenced_works":["https://openalex.org/W223385549","https://openalex.org/W1513941701","https://openalex.org/W1963626514","https://openalex.org/W1986459634","https://openalex.org/W1997746543","https://openalex.org/W2019683663","https://openalex.org/W2020634673","https://openalex.org/W2029966875","https://openalex.org/W2051725773","https://openalex.org/W2068431618","https://openalex.org/W2072955302","https://openalex.org/W2084649778","https://openalex.org/W2087327261","https://openalex.org/W2090727353","https://openalex.org/W2099016507","https://openalex.org/W2108899349","https://openalex.org/W2119750490","https://openalex.org/W2148379945","https://openalex.org/W2323678723","https://openalex.org/W2338205709","https://openalex.org/W2606926586","https://openalex.org/W2608514418","https://openalex.org/W2753434909","https://openalex.org/W2797335770","https://openalex.org/W2803263920","https://openalex.org/W2804318406","https://openalex.org/W2881742599","https://openalex.org/W2886378556","https://openalex.org/W2903590249","https://openalex.org/W2921715603","https://openalex.org/W2936437926","https://openalex.org/W2949326630","https://openalex.org/W4210580908","https://openalex.org/W4212899374","https://openalex.org/W4250503569","https://openalex.org/W4298154464"],"related_works":["https://openalex.org/W2076543106","https://openalex.org/W2019891950","https://openalex.org/W2085842814","https://openalex.org/W4286643620","https://openalex.org/W2523437662","https://openalex.org/W4387048144","https://openalex.org/W2492135063","https://openalex.org/W2362514456","https://openalex.org/W2766585573","https://openalex.org/W4387490624"],"abstract_inverted_index":{"Abstract":[0],"Feature":[1],"selection":[2],"(FS)":[3],"is":[4,41,68,140,156,209],"a":[5,133],"technique":[6],"which":[7],"helps":[8],"to":[9,16,51,69,101,127,142,150,211],"find":[10],"the":[11,37,58,71,77,109,144,152,186,190,205,213,234,241,246,249],"most":[12],"optimal":[13],"feature":[14,110],"subset":[15],"develop":[17],"an":[18,48,120,129],"efficient":[19],"pattern":[20],"recognition":[21],"model":[22,86],"under":[23],"consideration.":[24],"The":[25,93,163,179],"use":[26],"of":[27,39,74,80,237,245,251],"genetic":[28,89],"algorithm":[29,121],"(GA)":[30],"and":[31,64,99,175,182,195,200,219,222,229,243],"particle":[32],"swarm":[33,90],"optimization":[34,91],"(PSO)":[35],"in":[36,148,193,248],"field":[38],"FS":[40,53],"profound.":[42],"In":[43],"this":[44,84],"paper,":[45],"we":[46],"propose":[47],"insightful":[49],"way":[50],"perform":[52],"by":[54,62,113,119,167],"amassing":[55],"information":[56,107],"from":[57,108],"candidate":[59],"solutions":[60],"produced":[61],"GA":[63,75,98,208],"PSO.":[65,81],"Our":[66],"aim":[67],"combine":[70],"exploitation":[72],"ability":[73],"with":[76],"exploration":[78],"capacity":[79],"We":[82],"name":[83],"new":[85],"as":[87],"binary":[88],"(BGSO).":[92],"proposed":[94,187],"method":[95,126,188,247],"initially":[96],"lets":[97],"PSO":[100,223],"run":[102],"independently.":[103],"To":[104],"extract":[105],"sufficient":[106],"subsets":[111],"obtained":[112,166],"those,":[114],"BGSO":[115,155],"combines":[116],"their":[117],"results":[118,164,181],"called":[122,136],"average":[123],"weighted":[124],"combination":[125],"produce":[128],"intermediate":[130,145],"solution.":[131,154],"Thereafter,":[132],"local":[134],"search":[135],"sequential":[137],"one-point":[138],"flipping":[139],"applied":[141,157],"refine":[143],"solution":[146],"further":[147],"order":[149],"generate":[151],"final":[153],"on":[158],"20":[159],"popular":[160],"UCI":[161],"datasets.":[162],"were":[165],"two":[168],"classifiers,":[169],"namely,":[170],"k":[171],"nearest":[172],"neighbors":[173],"(KNN)":[174],"multi-layer":[176],"perceptron":[177],"(MLP).":[178],"overall":[180],"comparisons":[183],"show":[184],"that":[185],"outperforms":[189],"constituent":[191,206],"algorithms":[192],"16":[194],"14":[196],"datasets":[197,221],"using":[198],"KNN":[199],"MLP,":[201],"respectively,":[202,232],"whereas":[203],"among":[204],"algorithms,":[207],"able":[210],"achieve":[212],"best":[214,225],"classification":[215],"accuracy":[216,226],"for":[217,227,233],"2":[218,228],"7":[220],"achieves":[224],"4":[230],"datasets,":[231],"same":[235],"set":[236],"classifiers.":[238],"This":[239],"proves":[240],"applicability":[242],"usefulness":[244],"domain":[250],"FS.":[252]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":9},{"year":2024,"cited_by_count":6},{"year":2023,"cited_by_count":10},{"year":2022,"cited_by_count":16},{"year":2021,"cited_by_count":10},{"year":2020,"cited_by_count":6}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2019-09-26T00:00:00"}