{"id":"https://openalex.org/W3209220734","doi":"https://doi.org/10.3390/a14110324","title":"Feature Selection for High-Dimensional Datasets through a Novel Artificial Bee Colony Framework","display_name":"Feature Selection for High-Dimensional Datasets through a Novel Artificial Bee Colony Framework","publication_year":2021,"publication_date":"2021-11-04","ids":{"openalex":"https://openalex.org/W3209220734","doi":"https://doi.org/10.3390/a14110324","mag":"3209220734"},"language":"en","primary_location":{"id":"doi:10.3390/a14110324","is_oa":true,"landing_page_url":"https://doi.org/10.3390/a14110324","pdf_url":"https://www.mdpi.com/1999-4893/14/11/324/pdf?version=1636076519","source":{"id":"https://openalex.org/S190629608","display_name":"Algorithms","issn_l":"1999-4893","issn":["1999-4893"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Algorithms","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/1999-4893/14/11/324/pdf?version=1636076519","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5049062481","display_name":"Yuanzi Zhang","orcid":"https://orcid.org/0000-0001-5064-2480"},"institutions":[{"id":"https://openalex.org/I61057504","display_name":"Fujian Agriculture and Forestry University","ror":"https://ror.org/04kx2sy84","country_code":"CN","type":"education","lineage":["https://openalex.org/I61057504"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuanzi Zhang","raw_affiliation_strings":["College of Computer and Information Sciences, Fujian Agriculture and Forestry University, Fuzhou 350002, China"],"affiliations":[{"raw_affiliation_string":"College of Computer and Information Sciences, Fujian Agriculture and Forestry University, Fuzhou 350002, China","institution_ids":["https://openalex.org/I61057504"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100378380","display_name":"Jing Wang","orcid":"https://orcid.org/0000-0001-8360-5395"},"institutions":[{"id":"https://openalex.org/I61057504","display_name":"Fujian Agriculture and Forestry University","ror":"https://ror.org/04kx2sy84","country_code":"CN","type":"education","lineage":["https://openalex.org/I61057504"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jing Wang","raw_affiliation_strings":["College of Computer and Information Sciences, Fujian Agriculture and Forestry University, Fuzhou 350002, China"],"affiliations":[{"raw_affiliation_string":"College of Computer and Information Sciences, Fujian Agriculture and Forestry University, Fuzhou 350002, China","institution_ids":["https://openalex.org/I61057504"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100353796","display_name":"Xiaolin Li","orcid":"https://orcid.org/0000-0002-0997-2776"},"institutions":[{"id":"https://openalex.org/I61057504","display_name":"Fujian Agriculture and Forestry University","ror":"https://ror.org/04kx2sy84","country_code":"CN","type":"education","lineage":["https://openalex.org/I61057504"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaolin Li","raw_affiliation_strings":["College of Computer and Information Sciences, Fujian Agriculture and Forestry University, Fuzhou 350002, China"],"affiliations":[{"raw_affiliation_string":"College of Computer and Information Sciences, Fujian Agriculture and Forestry University, Fuzhou 350002, China","institution_ids":["https://openalex.org/I61057504"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005835805","display_name":"Shiguo Huang","orcid":null},"institutions":[{"id":"https://openalex.org/I61057504","display_name":"Fujian Agriculture and Forestry University","ror":"https://ror.org/04kx2sy84","country_code":"CN","type":"education","lineage":["https://openalex.org/I61057504"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Shiguo Huang","raw_affiliation_strings":["College of Computer and Information Sciences, Fujian Agriculture and Forestry University, Fuzhou 350002, China"],"affiliations":[{"raw_affiliation_string":"College of Computer and Information Sciences, Fujian Agriculture and Forestry University, Fuzhou 350002, China","institution_ids":["https://openalex.org/I61057504"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100439025","display_name":"Xiuli Wang","orcid":"https://orcid.org/0000-0001-8237-3887"},"institutions":[{"id":"https://openalex.org/I61057504","display_name":"Fujian Agriculture and Forestry University","ror":"https://ror.org/04kx2sy84","country_code":"CN","type":"education","lineage":["https://openalex.org/I61057504"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Xiuli Wang","raw_affiliation_strings":["College of Computer and Information Sciences, Fujian Agriculture and Forestry University, Fuzhou 350002, China"],"affiliations":[{"raw_affiliation_string":"College of Computer and Information Sciences, Fujian Agriculture and Forestry University, Fuzhou 350002, China","institution_ids":["https://openalex.org/I61057504"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5005835805","https://openalex.org/A5100439025"],"corresponding_institution_ids":["https://openalex.org/I61057504"],"apc_list":{"value":1400,"currency":"CHF","value_usd":1515},"apc_paid":{"value":1400,"currency":"CHF","value_usd":1515},"fwci":0.56,"has_fulltext":true,"cited_by_count":9,"citation_normalized_percentile":{"value":0.74043672,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":"14","issue":"11","first_page":"324","last_page":"324"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10100","display_name":"Metaheuristic Optimization Algorithms Research","score":0.9998999834060669,"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":0.9998999834060669,"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":0.9915000200271606,"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/T12391","display_name":"Artificial Immune Systems Applications","score":0.989799976348877,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7532163858413696},{"id":"https://openalex.org/keywords/artificial-bee-colony-algorithm","display_name":"Artificial bee colony algorithm","score":0.6698836088180542},{"id":"https://openalex.org/keywords/feature-selection","display_name":"Feature selection","score":0.595467746257782},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.5743842720985413},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5369913578033447},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.529578685760498},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.5161317586898804},{"id":"https://openalex.org/keywords/heuristic","display_name":"Heuristic","score":0.45745670795440674},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4163159430027008},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.3602171540260315},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.34953147172927856},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.33394283056259155}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7532163858413696},{"id":"https://openalex.org/C97133563","wikidata":"https://www.wikidata.org/wiki/Q4801057","display_name":"Artificial bee colony algorithm","level":2,"score":0.6698836088180542},{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.595467746257782},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.5743842720985413},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5369913578033447},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.529578685760498},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.5161317586898804},{"id":"https://openalex.org/C173801870","wikidata":"https://www.wikidata.org/wiki/Q201413","display_name":"Heuristic","level":2,"score":0.45745670795440674},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4163159430027008},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.3602171540260315},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.34953147172927856},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.33394283056259155},{"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/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.3390/a14110324","is_oa":true,"landing_page_url":"https://doi.org/10.3390/a14110324","pdf_url":"https://www.mdpi.com/1999-4893/14/11/324/pdf?version=1636076519","source":{"id":"https://openalex.org/S190629608","display_name":"Algorithms","issn_l":"1999-4893","issn":["1999-4893"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Algorithms","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:4684a31a5083410dacbff9c122c956ce","is_oa":true,"landing_page_url":"https://doaj.org/article/4684a31a5083410dacbff9c122c956ce","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-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Algorithms, Vol 14, Iss 11, p 324 (2021)","raw_type":"article"},{"id":"pmh:oai:mdpi.com:/1999-4893/14/11/324/","is_oa":true,"landing_page_url":"https://dx.doi.org/10.3390/a14110324","pdf_url":null,"source":{"id":"https://openalex.org/S4306400947","display_name":"MDPI (MDPI AG)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210097602","host_organization_name":"Multidisciplinary Digital Publishing Institute (Switzerland)","host_organization_lineage":["https://openalex.org/I4210097602"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Algorithms; Volume 14; Issue 11; Pages: 324","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3390/a14110324","is_oa":true,"landing_page_url":"https://doi.org/10.3390/a14110324","pdf_url":"https://www.mdpi.com/1999-4893/14/11/324/pdf?version=1636076519","source":{"id":"https://openalex.org/S190629608","display_name":"Algorithms","issn_l":"1999-4893","issn":["1999-4893"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Algorithms","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/14","display_name":"Life below water","score":0.5299999713897705}],"awards":[{"id":"https://openalex.org/G2087396116","display_name":null,"funder_award_id":"China","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3317480652","display_name":null,"funder_award_id":"Science","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3823651361","display_name":null,"funder_award_id":"31870641","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G391238517","display_name":null,"funder_award_id":", and","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5760752404","display_name":null,"funder_award_id":"Projects","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5939423041","display_name":null,"funder_award_id":"Technology","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5994120800","display_name":null,"funder_award_id":"Natural","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7543809814","display_name":null,"funder_award_id":"2018J01612","funder_id":"https://openalex.org/F4320321878","funder_display_name":"Natural Science Foundation of Fujian Province"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320321878","display_name":"Natural Science Foundation of Fujian Province","ror":null}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3209220734.pdf","grobid_xml":"https://content.openalex.org/works/W3209220734.grobid-xml"},"referenced_works_count":46,"referenced_works":["https://openalex.org/W202510507","https://openalex.org/W275997676","https://openalex.org/W1444952417","https://openalex.org/W1857789879","https://openalex.org/W1977838479","https://openalex.org/W2015776612","https://openalex.org/W2015862907","https://openalex.org/W2044430013","https://openalex.org/W2045239993","https://openalex.org/W2047626401","https://openalex.org/W2055763030","https://openalex.org/W2061438946","https://openalex.org/W2074195549","https://openalex.org/W2075519825","https://openalex.org/W2077831477","https://openalex.org/W2084312547","https://openalex.org/W2100253618","https://openalex.org/W2117250519","https://openalex.org/W2120600560","https://openalex.org/W2183830719","https://openalex.org/W2213289911","https://openalex.org/W2290883490","https://openalex.org/W2343420905","https://openalex.org/W2398665142","https://openalex.org/W2411885377","https://openalex.org/W2528103328","https://openalex.org/W2542691202","https://openalex.org/W2543580944","https://openalex.org/W2605902561","https://openalex.org/W2612473079","https://openalex.org/W2778726590","https://openalex.org/W2792304633","https://openalex.org/W2798792019","https://openalex.org/W2809594591","https://openalex.org/W2890344957","https://openalex.org/W2904861085","https://openalex.org/W2924610876","https://openalex.org/W2998216295","https://openalex.org/W3001998614","https://openalex.org/W3035533770","https://openalex.org/W3137652486","https://openalex.org/W4249247926","https://openalex.org/W4285719527","https://openalex.org/W6654421520","https://openalex.org/W6662631433","https://openalex.org/W7066667914"],"related_works":["https://openalex.org/W3083944492","https://openalex.org/W4285109918","https://openalex.org/W4285466423","https://openalex.org/W3216260098","https://openalex.org/W1797172418","https://openalex.org/W1967976413","https://openalex.org/W2070468430","https://openalex.org/W2382755429","https://openalex.org/W4386564352","https://openalex.org/W2952668426"],"abstract_inverted_index":{"There":[0],"are":[1,32,80,108,170,196],"generally":[2],"many":[3],"redundant":[4,37],"and":[5,19,38,55,165,185,219],"irrelevant":[6,39],"features":[7],"in":[8,74,121,208],"high-dimensional":[9,206],"datasets,":[10,207],"which":[11,136],"leads":[12],"to":[13,34,89,152,175,198],"the":[14,20,65,78,84,91,97,101,106,111,122,129,134,141,148,156,159,173,177,211],"decline":[15],"of":[16,22,64,86,114,158,180,210,216],"classification":[17,212],"performance":[18],"extension":[21],"execution":[23,220],"time.":[24],"To":[25,59],"tackle":[26],"this":[27,75],"problem,":[28],"feature":[29,201,217],"selection":[30,202],"techniques":[31],"used":[33],"screen":[35],"out":[36],"features.":[40],"The":[41],"artificial":[42],"bee":[43,124,131],"colony":[44],"(ABC)":[45],"algorithm":[46,51,98,116,164,168],"is":[47,72],"a":[48,68],"popular":[49],"meta-heuristic":[50],"with":[52,117],"high":[53],"exploration":[54,93,142],"low":[56],"exploitation":[57,119,178],"capacities.":[58],"balance":[60],"between":[61],"both":[62],"capacities":[63],"ABC":[66,70],"algorithm,":[67],"novel":[69],"framework":[71,174],"proposed":[73],"paper.":[76],"Specifically,":[77],"solutions":[79,107],"first":[81],"updated":[82],"by":[83,110],"process":[85],"employing":[87],"bees":[88],"retain":[90],"original":[92],"ability,":[94],"so":[95],"that":[96,192],"can":[99,137],"explore":[100],"solution":[102],"space":[103],"extensively.":[104],"Then,":[105],"modified":[109],"updating":[112],"mechanism":[113],"an":[115],"strong":[118],"ability":[120,143],"onlooker":[123,181],"phase.":[125],"Finally,":[126],"we":[127],"remove":[128],"scout":[130],"phase":[132],"from":[133],"framework,":[135],"not":[138],"only":[139],"reduce":[140],"but":[144],"also":[145],"speed":[146],"up":[147],"algorithm.":[149],"In":[150],"order":[151],"verify":[153],"our":[154],"idea,":[155],"operators":[157],"grey":[160],"wolf":[161],"optimization":[162,167],"(GWO)":[163],"whale":[166],"(WOA)":[169],"introduced":[171],"into":[172],"enhance":[176],"capability":[179],"bees,":[182],"named":[183],"BABCGWO":[184],"BABCWOA,":[186],"respectively.":[187],"It":[188],"has":[189],"been":[190],"found":[191],"these":[193],"two":[194],"algorithms":[195,203],"superior":[197],"four":[199],"state-of-the-art":[200],"using":[204],"12":[205],"terms":[209],"error":[213],"rate,":[214],"size":[215],"subset":[218],"speed.":[221]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":2},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":1}],"updated_date":"2026-04-19T08:26:33.389920","created_date":"2021-11-08T00:00:00"}