{"id":"https://openalex.org/W2040280231","doi":"https://doi.org/10.1109/icif.2007.4408123","title":"Ambiguity-guided dynamic selection of ensemble of classifiers","display_name":"Ambiguity-guided dynamic selection of ensemble of classifiers","publication_year":2007,"publication_date":"2007-07-01","ids":{"openalex":"https://openalex.org/W2040280231","doi":"https://doi.org/10.1109/icif.2007.4408123","mag":"2040280231"},"language":"en","primary_location":{"id":"doi:10.1109/icif.2007.4408123","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icif.2007.4408123","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2007 10th International Conference on Information Fusion","raw_type":"proceedings-article"},"type":"conference-paper","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/A5029548136","display_name":"Eulanda M. dos Santos","orcid":"https://orcid.org/0000-0002-5671-581X"},"institutions":[{"id":"https://openalex.org/I9736820","display_name":"\u00c9cole de Technologie Sup\u00e9rieure","ror":"https://ror.org/0020snb74","country_code":"CA","type":"education","lineage":["https://openalex.org/I49663120","https://openalex.org/I9736820"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Eulanda M. dos Santos","raw_affiliation_strings":["Automated Production Engineering, \u00c9cole de technologie sup\u00e9rieure, Montreal, Canada","Ecole de Technol. Super., Montreal"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Automated Production Engineering, \u00c9cole de technologie sup\u00e9rieure, Montreal, Canada","institution_ids":["https://openalex.org/I9736820"]},{"raw_affiliation_string":"Ecole de Technol. Super., Montreal","institution_ids":["https://openalex.org/I9736820"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5026340083","display_name":"Robert Sabourin","orcid":"https://orcid.org/0000-0002-9098-1011"},"institutions":[{"id":"https://openalex.org/I9736820","display_name":"\u00c9cole de Technologie Sup\u00e9rieure","ror":"https://ror.org/0020snb74","country_code":"CA","type":"education","lineage":["https://openalex.org/I49663120","https://openalex.org/I9736820"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Robert Sabourin","raw_affiliation_strings":["Automated Production Engineering, \u00c9cole de technologie sup\u00e9rieure, Montreal, Canada","Ecole de Technol. Super., Montreal"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Automated Production Engineering, \u00c9cole de technologie sup\u00e9rieure, Montreal, Canada","institution_ids":["https://openalex.org/I9736820"]},{"raw_affiliation_string":"Ecole de Technol. Super., Montreal","institution_ids":["https://openalex.org/I9736820"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5066023310","display_name":"Patrick Maupin","orcid":null},"institutions":[{"id":"https://openalex.org/I1297460800","display_name":"Defence Research and Development Canada","ror":"https://ror.org/00hgy8d33","country_code":"CA","type":"government","lineage":["https://openalex.org/I1297460800","https://openalex.org/I1336338359","https://openalex.org/I2802286613"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Patrick Maupin","raw_affiliation_strings":["DRDC Valcartier, Defence Research and Development Canada, Canada","Defence Research and Development Canada, DRDC Valcartier, Valcartier, Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"DRDC Valcartier, Defence Research and Development Canada, Canada","institution_ids":["https://openalex.org/I1297460800"]},{"raw_affiliation_string":"Defence Research and Development Canada, DRDC Valcartier, Valcartier, Canada","institution_ids":["https://openalex.org/I1297460800"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.8903,"has_fulltext":false,"cited_by_count":19,"citation_normalized_percentile":{"value":0.72836989,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":97},"biblio":{"volume":"20","issue":null,"first_page":"1","last_page":"8"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11975","display_name":"Evolutionary Algorithms and Applications","score":0.994700014591217,"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":0.994700014591217,"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":0.9890999794006348,"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"}},{"id":"https://openalex.org/T12535","display_name":"Machine Learning and Data Classification","score":0.9871000051498413,"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/ambiguity","display_name":"Ambiguity","score":0.8248029947280884},{"id":"https://openalex.org/keywords/classifier","display_name":"Classifier (UML)","score":0.786917507648468},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6906000375747681},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6678897142410278},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.5854175686836243},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5691287517547607},{"id":"https://openalex.org/keywords/population","display_name":"Population","score":0.5564795732498169},{"id":"https://openalex.org/keywords/ensemble-learning","display_name":"Ensemble learning","score":0.46733224391937256},{"id":"https://openalex.org/keywords/generalization","display_name":"Generalization","score":0.45381802320480347},{"id":"https://openalex.org/keywords/sample","display_name":"Sample (material)","score":0.42903029918670654},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.42731550335884094},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.19614115357398987}],"concepts":[{"id":"https://openalex.org/C2780522230","wikidata":"https://www.wikidata.org/wiki/Q1140419","display_name":"Ambiguity","level":2,"score":0.8248029947280884},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.786917507648468},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6906000375747681},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6678897142410278},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.5854175686836243},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5691287517547607},{"id":"https://openalex.org/C2908647359","wikidata":"https://www.wikidata.org/wiki/Q2625603","display_name":"Population","level":2,"score":0.5564795732498169},{"id":"https://openalex.org/C45942800","wikidata":"https://www.wikidata.org/wiki/Q245652","display_name":"Ensemble learning","level":2,"score":0.46733224391937256},{"id":"https://openalex.org/C177148314","wikidata":"https://www.wikidata.org/wiki/Q170084","display_name":"Generalization","level":2,"score":0.45381802320480347},{"id":"https://openalex.org/C198531522","wikidata":"https://www.wikidata.org/wiki/Q485146","display_name":"Sample (material)","level":2,"score":0.42903029918670654},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.42731550335884094},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.19614115357398987},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C149923435","wikidata":"https://www.wikidata.org/wiki/Q37732","display_name":"Demography","level":1,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C43617362","wikidata":"https://www.wikidata.org/wiki/Q170050","display_name":"Chromatography","level":1,"score":0.0},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icif.2007.4408123","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icif.2007.4408123","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2007 10th International Conference on Information Fusion","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/10","display_name":"Reduced inequalities","score":0.44999998807907104}],"awards":[],"funders":[{"id":"https://openalex.org/F4320313286","display_name":"Defence Research and Development Canada","ror":null},{"id":"https://openalex.org/F4320321091","display_name":"Coordena\u00e7\u00e3o de Aperfei\u00e7oamento de Pessoal de N\u00edvel Superior","ror":"https://ror.org/00x0ma614"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":22,"referenced_works":["https://openalex.org/W1504694836","https://openalex.org/W1565747421","https://openalex.org/W1595498733","https://openalex.org/W1854064769","https://openalex.org/W1934727243","https://openalex.org/W1984879178","https://openalex.org/W1994830145","https://openalex.org/W1999835014","https://openalex.org/W2043062256","https://openalex.org/W2094169479","https://openalex.org/W2098154993","https://openalex.org/W2112076978","https://openalex.org/W2113242816","https://openalex.org/W2115629999","https://openalex.org/W2145180631","https://openalex.org/W2562429148","https://openalex.org/W4212883601","https://openalex.org/W4239309048","https://openalex.org/W4244501483","https://openalex.org/W6635507646","https://openalex.org/W6639078259","https://openalex.org/W6676769703"],"related_works":["https://openalex.org/W2353179089","https://openalex.org/W2923538289","https://openalex.org/W2353125546","https://openalex.org/W2470643824","https://openalex.org/W4400595174","https://openalex.org/W2349635380","https://openalex.org/W4353089801","https://openalex.org/W2353819554","https://openalex.org/W2359488321","https://openalex.org/W2389866386"],"abstract_inverted_index":{"Dynamic":[0],"classifier":[1,11],"selection":[2,29,115,127],"has":[3],"traditionally":[4],"focused":[5],"on":[6,63],"selecting":[7],"the":[8,14,38,46,58,61,74,94,102,110],"most":[9,39],"accurate":[10,83,134],"to":[12,31,44,92,108,113],"predict":[13],"class":[15],"of":[16,36,42,52,60,76,81,96,98,132],"a":[17,26,34,50,79,130],"particular":[18],"test":[19,47,65],"pattern.":[20],"In":[21],"this":[22],"paper":[23],"we":[24],"propose":[25],"new":[27],"dynamic":[28],"method":[30,112,121],"select,":[32],"from":[33,78],"population":[35,80,131],"ensembles,":[37,84],"confident":[40],"ensemble":[41,62,75],"classifiers":[43],"label":[45],"sample.":[48,66],"Such":[49],"level":[51,95],"confidence":[53,97],"is":[54,136],"measured":[55],"by":[56],"calculating":[57],"ambiguity":[59,87],"each":[64],"We":[67],"show":[68],"theoretically":[69],"and":[70,116,125],"experimentally":[71],"that":[72,119],"choosing":[73],"classifiers,":[77],"high":[82,133],"with":[85],"lowest":[86],"among":[88],"its":[89],"members":[90],"leads":[91],"increase":[93],"classification,":[99],"consequently,":[100],"increasing":[101],"generalization":[103],"performance.":[104],"Experimental":[105],"results":[106],"conducted":[107],"compare":[109],"proposed":[111],"static":[114,126],"DCS-LA,":[117],"demonstrate":[118],"our":[120],"outperforms":[122],"both":[123],"DCS-LA":[124],"strategies":[128],"when":[129],"ensembles":[135],"available.":[137]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2022,"cited_by_count":2},{"year":2019,"cited_by_count":1},{"year":2018,"cited_by_count":2},{"year":2017,"cited_by_count":3},{"year":2016,"cited_by_count":3},{"year":2014,"cited_by_count":1},{"year":2013,"cited_by_count":2}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}