{"id":"https://openalex.org/W2746791058","doi":"https://doi.org/10.3233/ida-160031","title":"Instance-based classification with Ant Colony Optimization","display_name":"Instance-based classification with Ant Colony Optimization","publication_year":2017,"publication_date":"2017-08-19","ids":{"openalex":"https://openalex.org/W2746791058","doi":"https://doi.org/10.3233/ida-160031","mag":"2746791058"},"language":"en","primary_location":{"id":"doi:10.3233/ida-160031","is_oa":false,"landing_page_url":"https://doi.org/10.3233/ida-160031","pdf_url":null,"source":{"id":"https://openalex.org/S2498839158","display_name":"Intelligent Data Analysis","issn_l":"1088-467X","issn":["1088-467X","1571-4128"],"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":"Intelligent Data Analysis","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/A5101950185","display_name":"Khalid M. Salama","orcid":"https://orcid.org/0000-0001-7535-5154"},"institutions":[{"id":"https://openalex.org/I20581793","display_name":"University of Kent","ror":"https://ror.org/00xkeyj56","country_code":"GB","type":"education","lineage":["https://openalex.org/I20581793"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Khalid M. Salama","raw_affiliation_strings":["School of Computing, University of Kent, Canterbury, UK"],"affiliations":[{"raw_affiliation_string":"School of Computing, University of Kent, Canterbury, UK","institution_ids":["https://openalex.org/I20581793"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079888480","display_name":"Ashraf M. Abdelbar","orcid":"https://orcid.org/0000-0002-7921-1892"},"institutions":[{"id":"https://openalex.org/I48890080","display_name":"Brandon University","ror":"https://ror.org/02qp25a50","country_code":"CA","type":"education","lineage":["https://openalex.org/I48890080"]}],"countries":["CA"],"is_corresponding":true,"raw_author_name":"Ashraf M. Abdelbar","raw_affiliation_strings":["Department of Mathematics & Computer Science, Brandon University, Brandon, MB, Canada"],"affiliations":[{"raw_affiliation_string":"Department of Mathematics & Computer Science, Brandon University, Brandon, MB, Canada","institution_ids":["https://openalex.org/I48890080"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5077596486","display_name":"Ayah Helal","orcid":"https://orcid.org/0000-0001-7003-9945"},"institutions":[{"id":"https://openalex.org/I167056439","display_name":"Medway School of Pharmacy","ror":"https://ror.org/00fa9v295","country_code":"GB","type":"education","lineage":["https://openalex.org/I167056439"]},{"id":"https://openalex.org/I20581793","display_name":"University of Kent","ror":"https://ror.org/00xkeyj56","country_code":"GB","type":"education","lineage":["https://openalex.org/I20581793"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Ayah M. Helal","raw_affiliation_strings":["School of Computing, University of Kent, Chatham Maritime, UK"],"affiliations":[{"raw_affiliation_string":"School of Computing, University of Kent, Chatham Maritime, UK","institution_ids":["https://openalex.org/I167056439","https://openalex.org/I20581793"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5087201377","display_name":"Alex A. Freitas","orcid":"https://orcid.org/0000-0001-9825-4700"},"institutions":[{"id":"https://openalex.org/I20581793","display_name":"University of Kent","ror":"https://ror.org/00xkeyj56","country_code":"GB","type":"education","lineage":["https://openalex.org/I20581793"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Alex A. Freitas","raw_affiliation_strings":["School of Computing, University of Kent, Canterbury, UK"],"affiliations":[{"raw_affiliation_string":"School of Computing, University of Kent, Canterbury, UK","institution_ids":["https://openalex.org/I20581793"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5079888480"],"corresponding_institution_ids":["https://openalex.org/I48890080"],"apc_list":null,"apc_paid":null,"fwci":2.077,"has_fulltext":false,"cited_by_count":11,"citation_normalized_percentile":{"value":0.90228933,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":98},"biblio":{"volume":"21","issue":"4","first_page":"913","last_page":"944"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10100","display_name":"Metaheuristic Optimization Algorithms Research","score":0.9987000226974487,"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":0.9987000226974487,"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/T12535","display_name":"Machine Learning and Data Classification","score":0.9983999729156494,"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":0.9983000159263611,"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/ant-colony-optimization-algorithms","display_name":"Ant colony optimization algorithms","score":0.8297359943389893},{"id":"https://openalex.org/keywords/ant","display_name":"ANT","score":0.6674299240112305},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5071136951446533},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5009846687316895},{"id":"https://openalex.org/keywords/metaheuristic","display_name":"Metaheuristic","score":0.42177462577819824},{"id":"https://openalex.org/keywords/ant-colony","display_name":"Ant colony","score":0.4145544171333313}],"concepts":[{"id":"https://openalex.org/C40128228","wikidata":"https://www.wikidata.org/wiki/Q460851","display_name":"Ant colony optimization algorithms","level":2,"score":0.8297359943389893},{"id":"https://openalex.org/C97467695","wikidata":"https://www.wikidata.org/wiki/Q295802","display_name":"ANT","level":2,"score":0.6674299240112305},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5071136951446533},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5009846687316895},{"id":"https://openalex.org/C109718341","wikidata":"https://www.wikidata.org/wiki/Q1385229","display_name":"Metaheuristic","level":2,"score":0.42177462577819824},{"id":"https://openalex.org/C60891933","wikidata":"https://www.wikidata.org/wiki/Q796575","display_name":"Ant colony","level":3,"score":0.4145544171333313},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.3233/ida-160031","is_oa":false,"landing_page_url":"https://doi.org/10.3233/ida-160031","pdf_url":null,"source":{"id":"https://openalex.org/S2498839158","display_name":"Intelligent Data Analysis","issn_l":"1088-467X","issn":["1088-467X","1571-4128"],"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":"Intelligent Data Analysis","raw_type":"journal-article"},{"id":"pmh:oai:kar.kent.ac.uk:66669","is_oa":false,"landing_page_url":"https://kar.kent.ac.uk/66669/","pdf_url":null,"source":{"id":"https://openalex.org/S4377196264","display_name":"Kent Academic Repository (University of Kent)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I20581793","host_organization_name":"University of Kent","host_organization_lineage":["https://openalex.org/I20581793"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Article"},{"id":"pmh:oai:kclpure.kcl.ac.uk:publications/59f4c3fa-a666-498d-a179-f1ec27dea94d","is_oa":false,"landing_page_url":"https://kclpure.kcl.ac.uk/portal/en/publications/59f4c3fa-a666-498d-a179-f1ec27dea94d","pdf_url":null,"source":{"id":"https://openalex.org/S4306400216","display_name":"Research Portal (King's College London)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I183935753","host_organization_name":"King's College London","host_organization_lineage":["https://openalex.org/I183935753"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Salama, K M, Abdelbar, A M, Helal, A & Freitas, A A 2017, 'Instance-based classification with ant colony optimization', Intelligent Data Analysis, vol. 21, no. 4, pp. 913-944. https://doi.org/10.3233/IDA-160031","raw_type":"info:eu-repo/semantics/publishedVersion"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320332688","display_name":"University of California, Irvine","ror":"https://ror.org/04gyf1771"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":88,"referenced_works":["https://openalex.org/W12292379","https://openalex.org/W89364934","https://openalex.org/W171195037","https://openalex.org/W187357405","https://openalex.org/W1454185496","https://openalex.org/W1496351645","https://openalex.org/W1504164536","https://openalex.org/W1505753439","https://openalex.org/W1514048016","https://openalex.org/W1525760712","https://openalex.org/W1549887922","https://openalex.org/W1565377632","https://openalex.org/W1573676079","https://openalex.org/W1580022276","https://openalex.org/W1592861455","https://openalex.org/W1678604296","https://openalex.org/W1808644423","https://openalex.org/W1827261456","https://openalex.org/W1921176758","https://openalex.org/W1965612527","https://openalex.org/W1966745127","https://openalex.org/W1971505868","https://openalex.org/W1971850665","https://openalex.org/W1974079881","https://openalex.org/W1975009952","https://openalex.org/W1977263784","https://openalex.org/W1983901095","https://openalex.org/W1989344766","https://openalex.org/W1989728601","https://openalex.org/W1997073273","https://openalex.org/W2004811928","https://openalex.org/W2005297674","https://openalex.org/W2012875932","https://openalex.org/W2026905436","https://openalex.org/W2038705219","https://openalex.org/W2047810585","https://openalex.org/W2049982590","https://openalex.org/W2050019692","https://openalex.org/W2058514166","https://openalex.org/W2070448096","https://openalex.org/W2076375504","https://openalex.org/W2082942022","https://openalex.org/W2087327261","https://openalex.org/W2093561300","https://openalex.org/W2096711404","https://openalex.org/W2097653553","https://openalex.org/W2100211715","https://openalex.org/W2103705607","https://openalex.org/W2107941094","https://openalex.org/W2118051273","https://openalex.org/W2125965138","https://openalex.org/W2127023476","https://openalex.org/W2135547590","https://openalex.org/W2140190241","https://openalex.org/W2145279172","https://openalex.org/W2146230369","https://openalex.org/W2147169507","https://openalex.org/W2149992809","https://openalex.org/W2152744490","https://openalex.org/W2154053567","https://openalex.org/W2155806188","https://openalex.org/W2156621559","https://openalex.org/W2157568408","https://openalex.org/W2162953753","https://openalex.org/W2165203444","https://openalex.org/W2165301864","https://openalex.org/W2166095939","https://openalex.org/W2166106466","https://openalex.org/W2170613853","https://openalex.org/W2184405720","https://openalex.org/W2244047465","https://openalex.org/W2332271625","https://openalex.org/W2435251607","https://openalex.org/W2504658994","https://openalex.org/W2521110226","https://openalex.org/W2585154133","https://openalex.org/W2966207845","https://openalex.org/W2998216295","https://openalex.org/W4235072768","https://openalex.org/W4243858847","https://openalex.org/W4244238212","https://openalex.org/W4248632988","https://openalex.org/W4252731897","https://openalex.org/W4285719527","https://openalex.org/W4299796063","https://openalex.org/W6604922321","https://openalex.org/W6636114554","https://openalex.org/W7066667914"],"related_works":["https://openalex.org/W1611875833","https://openalex.org/W1547053391","https://openalex.org/W4237535716","https://openalex.org/W1521781013","https://openalex.org/W1975009952","https://openalex.org/W1588949866","https://openalex.org/W46882622","https://openalex.org/W2110363036","https://openalex.org/W2347951034","https://openalex.org/W2462483068"],"abstract_inverted_index":{"Instance-based":[0],"learning":[1],"(IBL)":[2],"methods":[3],"predict":[4],"the":[5,15,18,27,36,52,59,87,94,97,106,122,126,132],"class":[6],"label":[7],"of":[8,54,69,86,96,105,115,121,125,134],"a":[9,32,44,83,158],"new":[10,19],"instance":[11,21,25,163],"based":[12],"directly":[13],"on":[14,138],"distance":[16,56],"between":[17],"unlabeled":[20],"and":[22,77,90,104,142,165],"each":[23,101],"labeled":[24],"in":[26,35,51,100],"training":[28,37],"set,":[29],"without":[30],"constructing":[31],"classification":[33,148],"model":[34],"phase.":[38],"In":[39],"this":[40],"paper,":[41],"we":[42],"introduce":[43],"novel":[45],"cla":[46],"ss-based":[47],"feature":[48,108,166],"weighting":[49,167],"technique,":[50],"context":[53],"instance-based":[55,70,147],"methods,":[57],"using":[58,150],"Ant":[60],"Colony":[61],"Optimization":[62],"meta-heuristic.":[63],"We":[64,81,110,129],"address":[65],"three":[66],"different":[67],"approaches":[68],"classification:":[71],"k-Nearest":[72],"Neighbours,":[73,76],"distance-based":[74],"Nearest":[75,169],"Gaussian":[78],"Kernel":[79],"Estimator.":[80],"present":[82],"multi-archive":[84],"adaptation":[85],"ACO\u211d":[88,127],"algorithm":[89,103,161],"apply":[91],"it":[92],"to":[93],"optimization":[95],"key":[98],"parameter":[99,152],"IBL":[102],"class-based":[107],"weights.":[109],"also":[111],"propose":[112],"an":[113],"ensemble":[114],"classifiers":[116],"approach":[117],"that":[118],"makes":[119],"use":[120],"archived":[123],"populations":[124],"algorithm.":[128],"empirically":[130],"evaluate":[131],"performance":[133],"our":[135],"proposed":[136],"algorithms":[137],"36":[139],"benchmark":[140],"datasets,":[141],"compare":[143],"them":[144],"with":[145,157],"conventional":[146],"algorithms,":[149],"various":[151],"settings,":[153],"as":[154,156],"well":[155],"state-of-the-art":[159],"coevolutionary":[160],"for":[162,168],"selection":[164],"Neighbours":[170],"classifiers.":[171]},"counts_by_year":[{"year":2020,"cited_by_count":3},{"year":2019,"cited_by_count":1},{"year":2018,"cited_by_count":2},{"year":2017,"cited_by_count":4},{"year":2016,"cited_by_count":1}],"updated_date":"2026-03-20T23:20:44.827607","created_date":"2025-10-10T00:00:00"}