{"id":"https://openalex.org/W2001584795","doi":"https://doi.org/10.1109/icsmc.2010.5642190","title":"Different types of classifiers combination based on choquet integral","display_name":"Different types of classifiers combination based on choquet integral","publication_year":2010,"publication_date":"2010-10-01","ids":{"openalex":"https://openalex.org/W2001584795","doi":"https://doi.org/10.1109/icsmc.2010.5642190","mag":"2001584795"},"language":"en","primary_location":{"id":"doi:10.1109/icsmc.2010.5642190","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icsmc.2010.5642190","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2010 IEEE International Conference on Systems, Man and Cybernetics","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/A5014957637","display_name":"Junfen Chen","orcid":"https://orcid.org/0000-0002-6313-6023"},"institutions":[{"id":"https://openalex.org/I43337087","display_name":"Hebei University","ror":"https://ror.org/01p884a79","country_code":"CN","type":"education","lineage":["https://openalex.org/I43337087"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jun-Fen Chen","raw_affiliation_strings":["Machine Learning Center, College of Mathematics and Computer Science, Hebei University, Baoding, China","Machine Learning Center, College of Mathematics and Computer Science, Hebei University, Baoding, 071002, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Machine Learning Center, College of Mathematics and Computer Science, Hebei University, Baoding, China","institution_ids":["https://openalex.org/I43337087"]},{"raw_affiliation_string":"Machine Learning Center, College of Mathematics and Computer Science, Hebei University, Baoding, 071002, China","institution_ids":["https://openalex.org/I43337087"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100777428","display_name":"Qiang He","orcid":"https://orcid.org/0000-0001-8485-4326"},"institutions":[{"id":"https://openalex.org/I43337087","display_name":"Hebei University","ror":"https://ror.org/01p884a79","country_code":"CN","type":"education","lineage":["https://openalex.org/I43337087"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qiang He","raw_affiliation_strings":["Machine Learning Center, College of Mathematics and Computer Science, Hebei University, Baoding, China","Machine Learning Center, College of Mathematics and Computer Science, Hebei University, Baoding, 071002, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Machine Learning Center, College of Mathematics and Computer Science, Hebei University, Baoding, China","institution_ids":["https://openalex.org/I43337087"]},{"raw_affiliation_string":"Machine Learning Center, College of Mathematics and Computer Science, Hebei University, Baoding, 071002, China","institution_ids":["https://openalex.org/I43337087"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100380445","display_name":"Yan Li","orcid":"https://orcid.org/0000-0003-4738-4884"},"institutions":[{"id":"https://openalex.org/I43337087","display_name":"Hebei University","ror":"https://ror.org/01p884a79","country_code":"CN","type":"education","lineage":["https://openalex.org/I43337087"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yan Li","raw_affiliation_strings":["Machine Learning Center, College of Mathematics and Computer Science, Hebei University, Baoding, China","Machine Learning Center, College of Mathematics and Computer Science, Hebei University, Baoding, 071002, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Machine Learning Center, College of Mathematics and Computer Science, Hebei University, Baoding, China","institution_ids":["https://openalex.org/I43337087"]},{"raw_affiliation_string":"Machine Learning Center, College of Mathematics and Computer Science, Hebei University, Baoding, 071002, China","institution_ids":["https://openalex.org/I43337087"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I43337087"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"4056","last_page":"4061"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11063","display_name":"Rough Sets and Fuzzy Logic","score":0.9902999997138977,"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"}},"topics":[{"id":"https://openalex.org/T11063","display_name":"Rough Sets and Fuzzy Logic","score":0.9902999997138977,"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"}},{"id":"https://openalex.org/T10820","display_name":"Fuzzy Logic and Control Systems","score":0.9872000217437744,"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/T10320","display_name":"Neural Networks and Applications","score":0.9807000160217285,"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/choquet-integral","display_name":"Choquet integral","score":0.9053688049316406},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5773259401321411},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5587817430496216},{"id":"https://openalex.org/keywords/generalization","display_name":"Generalization","score":0.5546751618385315},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5282919406890869},{"id":"https://openalex.org/keywords/decision-tree","display_name":"Decision tree","score":0.49889063835144043},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.49354565143585205},{"id":"https://openalex.org/keywords/fuzzy-logic","display_name":"Fuzzy logic","score":0.4680229127407074},{"id":"https://openalex.org/keywords/random-subspace-method","display_name":"Random subspace method","score":0.4385235905647278},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.4181399345397949},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.391756534576416},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3608914613723755},{"id":"https://openalex.org/keywords/classifier","display_name":"Classifier (UML)","score":0.18764913082122803}],"concepts":[{"id":"https://openalex.org/C112799922","wikidata":"https://www.wikidata.org/wiki/Q5104911","display_name":"Choquet integral","level":3,"score":0.9053688049316406},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5773259401321411},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5587817430496216},{"id":"https://openalex.org/C177148314","wikidata":"https://www.wikidata.org/wiki/Q170084","display_name":"Generalization","level":2,"score":0.5546751618385315},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5282919406890869},{"id":"https://openalex.org/C84525736","wikidata":"https://www.wikidata.org/wiki/Q831366","display_name":"Decision tree","level":2,"score":0.49889063835144043},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.49354565143585205},{"id":"https://openalex.org/C58166","wikidata":"https://www.wikidata.org/wiki/Q224821","display_name":"Fuzzy logic","level":2,"score":0.4680229127407074},{"id":"https://openalex.org/C106135958","wikidata":"https://www.wikidata.org/wiki/Q7291993","display_name":"Random subspace method","level":3,"score":0.4385235905647278},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.4181399345397949},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.391756534576416},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3608914613723755},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.18764913082122803},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icsmc.2010.5642190","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icsmc.2010.5642190","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2010 IEEE International Conference on Systems, Man and Cybernetics","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Peace, Justice and strong institutions","id":"https://metadata.un.org/sdg/16","score":0.6499999761581421}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":17,"referenced_works":["https://openalex.org/W1481142035","https://openalex.org/W1540867707","https://openalex.org/W1971756873","https://openalex.org/W1981177511","https://openalex.org/W1990427911","https://openalex.org/W1994830145","https://openalex.org/W2015487637","https://openalex.org/W2037109398","https://openalex.org/W2038530011","https://openalex.org/W2043075598","https://openalex.org/W2055852977","https://openalex.org/W2063130532","https://openalex.org/W2141876843","https://openalex.org/W2161631032","https://openalex.org/W2164568552","https://openalex.org/W4255472464","https://openalex.org/W6649169881"],"related_works":["https://openalex.org/W4213046089","https://openalex.org/W2042690472","https://openalex.org/W2110605196","https://openalex.org/W3043202132","https://openalex.org/W1845209238","https://openalex.org/W4313492030","https://openalex.org/W3038483564","https://openalex.org/W2273159907","https://openalex.org/W60625654","https://openalex.org/W2121619813"],"abstract_inverted_index":{"Choquet":[0,77],"integral,":[1],"one":[2],"of":[3,22,34,44],"ensemble":[4],"operators,":[5],"is":[6,62,72],"used":[7,63],"widely":[8],"in":[9,54,87],"multiple":[10,80],"classifiers":[11,112],"combination":[12,23,36,55,105],"when":[13],"we":[14],"consider":[15],"the":[16,27,31,35,73,97,104],"interaction":[17],"between":[18],"classifiers.":[19,81,118],"The":[20,93],"diversity":[21],"system":[24,56],"can":[25],"affect":[26],"classification":[28],"accuracy":[29],"and":[30,48],"generalization":[32],"ability":[33],"system.":[37],"In":[38],"this":[39],"paper,":[40],"two":[41],"different":[42],"types":[43],"classifiers,":[45],"neural":[46,110],"network":[47,111],"fuzzy":[49,115],"decision":[50,116],"tree,":[51],"are":[52,85],"introduced":[53],"(called":[57],"mix-combination":[58,98],"system).":[59],"Genetic":[60],"algorithm":[61],"to":[64],"determine":[65],"a":[66],"non-additive":[67],"set":[68],"function":[69],"\u03bc":[70],"which":[71],"key":[74],"issue":[75],"before":[76],"integral":[78],"combining":[79],"Some":[82],"simulated":[83],"experiments":[84],"run":[86],"iris,":[88],"pima,":[89],"cmc":[90],"three":[91,109,114],"datasets.":[92],"experiment":[94],"results":[95],"show":[96],"systems":[99,106],"have":[100],"better":[101],"performance":[102],"than":[103],"only":[107],"including":[108],"or":[113],"tree":[117]},"counts_by_year":[{"year":2022,"cited_by_count":1}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}