{"id":"https://openalex.org/W4409479310","doi":"https://doi.org/10.1186/s40537-025-01125-6","title":"Enhanced Binary Kepler Optimization Algorithm for effective feature selection of supervised learning classification","display_name":"Enhanced Binary Kepler Optimization Algorithm for effective feature selection of supervised learning classification","publication_year":2025,"publication_date":"2025-04-15","ids":{"openalex":"https://openalex.org/W4409479310","doi":"https://doi.org/10.1186/s40537-025-01125-6"},"language":"en","primary_location":{"id":"doi:10.1186/s40537-025-01125-6","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s40537-025-01125-6","pdf_url":"https://journalofbigdata.springeropen.com/counter/pdf/10.1186/s40537-025-01125-6","source":{"id":"https://openalex.org/S2737955091","display_name":"Journal Of Big Data","issn_l":"2196-1115","issn":["2196-1115"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","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":"Journal of Big Data","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://journalofbigdata.springeropen.com/counter/pdf/10.1186/s40537-025-01125-6","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5033799852","display_name":"Amr A. Abd El-Mageed","orcid":"https://orcid.org/0000-0003-1544-4141"},"institutions":[{"id":"https://openalex.org/I97455420","display_name":"Sohag University","ror":"https://ror.org/02wgx3e98","country_code":"EG","type":"education","lineage":["https://openalex.org/I97455420"]}],"countries":["EG"],"is_corresponding":true,"raw_author_name":"Amr A. Abd El-Mageed","raw_affiliation_strings":["Department of Information Systems, Sohag University, Sohag, 82511, Egypt"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Information Systems, Sohag University, Sohag, 82511, Egypt","institution_ids":["https://openalex.org/I97455420"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5059775848","display_name":"Amr A. Abohany","orcid":"https://orcid.org/0000-0002-7408-5073"},"institutions":[{"id":"https://openalex.org/I169744251","display_name":"Damanhour University","ror":"https://ror.org/03svthf85","country_code":"EG","type":"education","lineage":["https://openalex.org/I169744251"]}],"countries":["EG"],"is_corresponding":false,"raw_author_name":"Amr A. Abohany","raw_affiliation_strings":["Faculty of Computers and Information, Damanhour University, Damanhour, Egypt"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Computers and Information, Damanhour University, Damanhour, Egypt","institution_ids":["https://openalex.org/I169744251"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5074599271","display_name":"Khalid M. Hosny","orcid":"https://orcid.org/0000-0001-8065-8977"},"institutions":[{"id":"https://openalex.org/I192398990","display_name":"Zagazig University","ror":"https://ror.org/053g6we49","country_code":"EG","type":"education","lineage":["https://openalex.org/I192398990"]}],"countries":["EG"],"is_corresponding":false,"raw_author_name":"Khalid M. Hosny","raw_affiliation_strings":["Department of Information Technology, Faculty of Computers and Information, Zagazig University, Zagazig, 44519, Egypt"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Information Technology, Faculty of Computers and Information, Zagazig University, Zagazig, 44519, Egypt","institution_ids":["https://openalex.org/I192398990"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5033799852"],"corresponding_institution_ids":["https://openalex.org/I97455420"],"apc_list":{"value":1060,"currency":"GBP","value_usd":1300},"apc_paid":{"value":1060,"currency":"GBP","value_usd":1300},"fwci":10.6556,"has_fulltext":true,"cited_by_count":5,"citation_normalized_percentile":{"value":0.97828878,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":95,"max":99},"biblio":{"volume":"12","issue":"1","first_page":null,"last_page":null},"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/T10057","display_name":"Face and Expression Recognition","score":0.9983000159263611,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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":0.9907000064849854,"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/computer-science","display_name":"Computer science","score":0.7791337966918945},{"id":"https://openalex.org/keywords/feature-selection","display_name":"Feature selection","score":0.672419548034668},{"id":"https://openalex.org/keywords/kepler","display_name":"Kepler","score":0.5960690379142761},{"id":"https://openalex.org/keywords/computational-science-and-engineering","display_name":"Computational Science and Engineering","score":0.59090256690979},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5857462286949158},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.5524191856384277},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.5482779145240784},{"id":"https://openalex.org/keywords/binary-number","display_name":"Binary number","score":0.5469765663146973},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.546660840511322},{"id":"https://openalex.org/keywords/binary-classification","display_name":"Binary classification","score":0.5186904668807983},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.480802446603775},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.12923359870910645},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.11993610858917236}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7791337966918945},{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.672419548034668},{"id":"https://openalex.org/C207963374","wikidata":"https://www.wikidata.org/wiki/Q47592","display_name":"Kepler","level":3,"score":0.5960690379142761},{"id":"https://openalex.org/C68597687","wikidata":"https://www.wikidata.org/wiki/Q362601","display_name":"Computational Science and Engineering","level":2,"score":0.59090256690979},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5857462286949158},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.5524191856384277},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.5482779145240784},{"id":"https://openalex.org/C48372109","wikidata":"https://www.wikidata.org/wiki/Q3913","display_name":"Binary number","level":2,"score":0.5469765663146973},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.546660840511322},{"id":"https://openalex.org/C66905080","wikidata":"https://www.wikidata.org/wiki/Q17005494","display_name":"Binary classification","level":3,"score":0.5186904668807983},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.480802446603775},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.12923359870910645},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.11993610858917236},{"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},{"id":"https://openalex.org/C150846664","wikidata":"https://www.wikidata.org/wiki/Q7602306","display_name":"Stars","level":2,"score":0.0},{"id":"https://openalex.org/C94375191","wikidata":"https://www.wikidata.org/wiki/Q11205","display_name":"Arithmetic","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1186/s40537-025-01125-6","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s40537-025-01125-6","pdf_url":"https://journalofbigdata.springeropen.com/counter/pdf/10.1186/s40537-025-01125-6","source":{"id":"https://openalex.org/S2737955091","display_name":"Journal Of Big Data","issn_l":"2196-1115","issn":["2196-1115"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","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":"Journal of Big Data","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:1bcfe1761be04289902200bf79dccb83","is_oa":true,"landing_page_url":"https://doaj.org/article/1bcfe1761be04289902200bf79dccb83","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":"Journal of Big Data, Vol 12, Iss 1, Pp 1-67 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1186/s40537-025-01125-6","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s40537-025-01125-6","pdf_url":"https://journalofbigdata.springeropen.com/counter/pdf/10.1186/s40537-025-01125-6","source":{"id":"https://openalex.org/S2737955091","display_name":"Journal Of Big Data","issn_l":"2196-1115","issn":["2196-1115"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","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":"Journal of Big Data","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320324156","display_name":"Zagazig University","ror":"https://ror.org/053g6we49"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4409479310.pdf","grobid_xml":"https://content.openalex.org/works/W4409479310.grobid-xml"},"referenced_works_count":78,"referenced_works":["https://openalex.org/W387672264","https://openalex.org/W1981403533","https://openalex.org/W2023386562","https://openalex.org/W2024060531","https://openalex.org/W2050431484","https://openalex.org/W2072955302","https://openalex.org/W2096166399","https://openalex.org/W2125645805","https://openalex.org/W2140190241","https://openalex.org/W2151554678","https://openalex.org/W2155925556","https://openalex.org/W2157487910","https://openalex.org/W2158714988","https://openalex.org/W2158933803","https://openalex.org/W2520964758","https://openalex.org/W2594857575","https://openalex.org/W2612473079","https://openalex.org/W2745449279","https://openalex.org/W2767768852","https://openalex.org/W2801536506","https://openalex.org/W2889803518","https://openalex.org/W2894349568","https://openalex.org/W2936437926","https://openalex.org/W2953267417","https://openalex.org/W2962182762","https://openalex.org/W2964498586","https://openalex.org/W2986805221","https://openalex.org/W2994105005","https://openalex.org/W3017276009","https://openalex.org/W3034644205","https://openalex.org/W3139484821","https://openalex.org/W3160668833","https://openalex.org/W3163903840","https://openalex.org/W3164712058","https://openalex.org/W3170484221","https://openalex.org/W3184921930","https://openalex.org/W4210297362","https://openalex.org/W4210820648","https://openalex.org/W4213080281","https://openalex.org/W4221032146","https://openalex.org/W4246565613","https://openalex.org/W4249247926","https://openalex.org/W4281859813","https://openalex.org/W4285199899","https://openalex.org/W4309087074","https://openalex.org/W4313406927","https://openalex.org/W4313458371","https://openalex.org/W4317608720","https://openalex.org/W4321256878","https://openalex.org/W4323896969","https://openalex.org/W4323922821","https://openalex.org/W4362722847","https://openalex.org/W4362724099","https://openalex.org/W4366753676","https://openalex.org/W4367314623","https://openalex.org/W4377101723","https://openalex.org/W4379390484","https://openalex.org/W4381185487","https://openalex.org/W4383315688","https://openalex.org/W4384523024","https://openalex.org/W4385213709","https://openalex.org/W4387647702","https://openalex.org/W4388182191","https://openalex.org/W4389782367","https://openalex.org/W4390604464","https://openalex.org/W4390722230","https://openalex.org/W4391734045","https://openalex.org/W4391942548","https://openalex.org/W4392468839","https://openalex.org/W4392552928","https://openalex.org/W4394006457","https://openalex.org/W4394938948","https://openalex.org/W4396951369","https://openalex.org/W4399429608","https://openalex.org/W4400885219","https://openalex.org/W4401325687","https://openalex.org/W4401795459","https://openalex.org/W6815010171"],"related_works":["https://openalex.org/W2577502644","https://openalex.org/W2734892257","https://openalex.org/W4248372522","https://openalex.org/W2576891438","https://openalex.org/W2024447132","https://openalex.org/W2940411870","https://openalex.org/W1982924459","https://openalex.org/W2971308454","https://openalex.org/W4240411503","https://openalex.org/W3212579243"],"abstract_inverted_index":{"Abstract":[0],"This":[1],"study":[2],"proposes":[3],"an":[4],"Enhanced":[5],"Binary":[6],"Kepler":[7],"Optimization":[8],"Algorithm":[9],"(BKOA-MUT)":[10],"improves":[11],"feature":[12,37,68,79],"selection":[13],"(FS)":[14],"by":[15],"integrating":[16],"Kepler\u2019s":[17],"planetary":[18],"motion":[19],"laws":[20],"with":[21],"DE/rand":[22],"and":[23,30,47,70,81,87],"DE/best":[24],"Mutation":[25],"Approach.":[26],"BKOA-MUT":[27,39],"balances":[28],"exploration":[29],"exploitation,":[31],"effectively":[32],"guiding":[33],"search":[34],"for":[35,90],"optimal":[36],"subsets.":[38],"was":[40],"evaluated":[41],"using":[42],"k":[43],"-Nearest":[44],"Neighbors":[45],"(k-NN)":[46],"Support":[48],"Vector":[49],"Machine":[50],"(SVM)":[51],"on":[52],"25":[53],"UCI":[54],"benchmarks,":[55],"including":[56],"three":[57],"large-scale":[58],"ones.":[59],"It":[60],"outperformed":[61],"recent":[62],"Meta-heuristic":[63],"Algorithms":[64],"(MHAs)":[65],"in":[66,93],"accuracy,":[67],"reduction,":[69],"computational":[71],"efficiency.":[72],"The":[73],"algorithm":[74],"showed":[75],"rapid":[76],"convergence,":[77],"minimal":[78],"selection,":[80],"scalability,":[82],"making":[83],"it":[84],"a":[85],"robust":[86],"adaptable":[88],"tool":[89],"enhancing":[91],"FS":[92],"machine":[94],"learning,":[95],"validated":[96],"through":[97],"the":[98],"Wilcoxon":[99],"rank-sum":[100],"test.":[101]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":2}],"updated_date":"2026-05-02T08:42:23.175194","created_date":"2025-10-10T00:00:00"}
