{"id":"https://openalex.org/W1968037646","doi":"https://doi.org/10.1162/neco.2007.11-06-400","title":"Robust Boosting Algorithm Against Mislabeling in Multiclass Problems","display_name":"Robust Boosting Algorithm Against Mislabeling in Multiclass Problems","publication_year":2008,"publication_date":"2008-01-14","ids":{"openalex":"https://openalex.org/W1968037646","doi":"https://doi.org/10.1162/neco.2007.11-06-400","mag":"1968037646","pmid":"https://pubmed.ncbi.nlm.nih.gov/18194110"},"language":"en","primary_location":{"id":"doi:10.1162/neco.2007.11-06-400","is_oa":false,"landing_page_url":"https://doi.org/10.1162/neco.2007.11-06-400","pdf_url":null,"source":{"id":"https://openalex.org/S207023548","display_name":"Neural Computation","issn_l":"0899-7667","issn":["0899-7667","1530-888X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310315718","host_organization_name":"The MIT Press","host_organization_lineage":["https://openalex.org/P4310315718"],"host_organization_lineage_names":["The MIT Press"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Neural Computation","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"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/A5072581395","display_name":"Takashi Takenouchi","orcid":null},"institutions":[{"id":"https://openalex.org/I75917431","display_name":"Nara Institute of Science and Technology","ror":"https://ror.org/05bhada84","country_code":"JP","type":"education","lineage":["https://openalex.org/I75917431"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Takashi Takenouchi","raw_affiliation_strings":["Nara Institute of Science and Technology, Graduate School of Information Science, Ikoma, Nara 630-0192, Japan,","Nara Institute of Science and Technology, Graduate School of Information Science, Ikoma, Nara 630-0192, Japan, ttakashi@is.naist.jp"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Nara Institute of Science and Technology, Graduate School of Information Science, Ikoma, Nara 630-0192, Japan,","institution_ids":["https://openalex.org/I75917431"]},{"raw_affiliation_string":"Nara Institute of Science and Technology, Graduate School of Information Science, Ikoma, Nara 630-0192, Japan, ttakashi@is.naist.jp","institution_ids":["https://openalex.org/I75917431"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5060169206","display_name":"Shinto Eguchi","orcid":"https://orcid.org/0000-0002-3974-618X"},"institutions":[{"id":"https://openalex.org/I200475212","display_name":"The Graduate University for Advanced Studies, SOKENDAI","ror":"https://ror.org/0516ah480","country_code":"JP","type":"education","lineage":["https://openalex.org/I200475212"]},{"id":"https://openalex.org/I4210134673","display_name":"The Institute of Statistical Mathematics","ror":"https://ror.org/03jcejr58","country_code":"JP","type":"facility","lineage":["https://openalex.org/I1319490839","https://openalex.org/I4210134673","https://openalex.org/I4210158934"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Shinto Eguchi","raw_affiliation_strings":["Institute of Statistical Mathematics, Japan and Department of Statistical Science, Graduate University of Advanced Studies, Minami-azabu, Tokyo 106-8569, Japan,","Institute of Statistical Mathematics, Japan and Department of Statistical Science, Graduate University of Advanced Studies, Minami-azabu, Tokyo 106-8569, Japan, eguchi@ism.ac.jp"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Statistical Mathematics, Japan and Department of Statistical Science, Graduate University of Advanced Studies, Minami-azabu, Tokyo 106-8569, Japan,","institution_ids":["https://openalex.org/I4210134673"]},{"raw_affiliation_string":"Institute of Statistical Mathematics, Japan and Department of Statistical Science, Graduate University of Advanced Studies, Minami-azabu, Tokyo 106-8569, Japan, eguchi@ism.ac.jp","institution_ids":["https://openalex.org/I200475212"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5091474846","display_name":"Noboru Murata","orcid":"https://orcid.org/0000-0002-4258-6877"},"institutions":[{"id":"https://openalex.org/I150744194","display_name":"Waseda University","ror":"https://ror.org/00ntfnx83","country_code":"JP","type":"education","lineage":["https://openalex.org/I150744194"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Noboru Murata","raw_affiliation_strings":["Faculty of Science and Engineering, Waseda University, Shinjuku, Tokyo 169-8555, Japan,","Faculty of Science and Engineering, Waseda University, Shinjuku, Tokyo 169-8555, Japan, noboru.murata@eb.waseda.ac.jp#TAB#"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Science and Engineering, Waseda University, Shinjuku, Tokyo 169-8555, Japan,","institution_ids":["https://openalex.org/I150744194"]},{"raw_affiliation_string":"Faculty of Science and Engineering, Waseda University, Shinjuku, Tokyo 169-8555, Japan, noboru.murata@eb.waseda.ac.jp#TAB#","institution_ids":["https://openalex.org/I150744194"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5088569462","display_name":"Takafumi Kanamori","orcid":"https://orcid.org/0000-0001-6878-5850"},"institutions":[{"id":"https://openalex.org/I60134161","display_name":"Nagoya University","ror":"https://ror.org/04chrp450","country_code":"JP","type":"education","lineage":["https://openalex.org/I60134161"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Takafumi Kanamori","raw_affiliation_strings":["Department of Computer Science and Mathematical Informatics, Graduate School of Information Science, Nagoya University, Furocho, Chikusaku, Nagoya 464-8603, Japan,","Department of Computer Science and Mathematical Informatics, Graduate School of Information Science, Nagoya University, Furocho, Chikusaku, Nagoya 464-8603, Japan, kanamori@is.nagoya-u.ac.jp#TAB#"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Mathematical Informatics, Graduate School of Information Science, Nagoya University, Furocho, Chikusaku, Nagoya 464-8603, Japan,","institution_ids":["https://openalex.org/I60134161"]},{"raw_affiliation_string":"Department of Computer Science and Mathematical Informatics, Graduate School of Information Science, Nagoya University, Furocho, Chikusaku, Nagoya 464-8603, Japan, kanamori@is.nagoya-u.ac.jp#TAB#","institution_ids":["https://openalex.org/I60134161"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":4.0586,"has_fulltext":false,"cited_by_count":21,"citation_normalized_percentile":{"value":0.93417162,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":97},"biblio":{"volume":"20","issue":"6","first_page":"1596","last_page":"1630"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12535","display_name":"Machine Learning and Data Classification","score":0.998199999332428,"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/T12535","display_name":"Machine Learning and Data Classification","score":0.998199999332428,"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/T11652","display_name":"Imbalanced Data Classification Techniques","score":0.9965000152587891,"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/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9962000250816345,"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/boosting","display_name":"Boosting (machine learning)","score":0.9098297357559204},{"id":"https://openalex.org/keywords/robustness","display_name":"Robustness (evolution)","score":0.751474142074585},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5710472464561462},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5185254812240601},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5060669779777527},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.45682480931282043},{"id":"https://openalex.org/keywords/multiclass-classification","display_name":"Multiclass classification","score":0.4260687828063965},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3409386873245239},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.3382423222064972},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.2562370300292969}],"concepts":[{"id":"https://openalex.org/C46686674","wikidata":"https://www.wikidata.org/wiki/Q466303","display_name":"Boosting (machine learning)","level":2,"score":0.9098297357559204},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.751474142074585},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5710472464561462},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5185254812240601},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5060669779777527},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.45682480931282043},{"id":"https://openalex.org/C123860398","wikidata":"https://www.wikidata.org/wiki/Q6934605","display_name":"Multiclass classification","level":3,"score":0.4260687828063965},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3409386873245239},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.3382423222064972},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.2562370300292969},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0}],"mesh":[{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D001185","descriptor_name":"Artificial Intelligence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D001185","descriptor_name":"Artificial Intelligence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D001185","descriptor_name":"Artificial Intelligence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D002965","descriptor_name":"Classification","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D002965","descriptor_name":"Classification","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D002965","descriptor_name":"Classification","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D015233","descriptor_name":"Models, Statistical","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015233","descriptor_name":"Models, Statistical","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015233","descriptor_name":"Models, Statistical","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D017711","descriptor_name":"Nonlinear Dynamics","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D017711","descriptor_name":"Nonlinear Dynamics","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D017711","descriptor_name":"Nonlinear Dynamics","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":2,"locations":[{"id":"doi:10.1162/neco.2007.11-06-400","is_oa":false,"landing_page_url":"https://doi.org/10.1162/neco.2007.11-06-400","pdf_url":null,"source":{"id":"https://openalex.org/S207023548","display_name":"Neural Computation","issn_l":"0899-7667","issn":["0899-7667","1530-888X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310315718","host_organization_name":"The MIT Press","host_organization_lineage":["https://openalex.org/P4310315718"],"host_organization_lineage_names":["The MIT Press"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Neural Computation","raw_type":"journal-article"},{"id":"pmid:18194110","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/18194110","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Neural computation","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":19,"referenced_works":["https://openalex.org/W61480698","https://openalex.org/W1480538416","https://openalex.org/W1494785368","https://openalex.org/W1540007258","https://openalex.org/W1544729927","https://openalex.org/W1564186586","https://openalex.org/W1570592793","https://openalex.org/W1982032418","https://openalex.org/W1988790447","https://openalex.org/W2024046085","https://openalex.org/W2032210760","https://openalex.org/W2058568595","https://openalex.org/W2084812512","https://openalex.org/W2105231256","https://openalex.org/W2106579555","https://openalex.org/W2157112198","https://openalex.org/W2157791002","https://openalex.org/W4237969349","https://openalex.org/W4244952642"],"related_works":["https://openalex.org/W2125652721","https://openalex.org/W1540371141","https://openalex.org/W3082059448","https://openalex.org/W4313640622","https://openalex.org/W2592003259","https://openalex.org/W4300235460","https://openalex.org/W2964269045","https://openalex.org/W2154615742","https://openalex.org/W1558422673","https://openalex.org/W2905251838"],"abstract_inverted_index":{"We":[0,60],"discuss":[1],"robustness":[2,55],"against":[3],"mislabeling":[4,36,57],"in":[5,37],"multiclass":[6],"labels":[7],"for":[8,44,56,67],"classification":[9],"problems":[10],"and":[11,20,69,83],"propose":[12],"two":[13,27,48,64],"algorithms":[14,29],"of":[15,35,77,87],"boosting,":[16],"the":[17,24,39,47,54,62,75,85,88],"normalized":[18],"Eta-Boost.M":[19],"Eta-Boost.M,":[21],"based":[22],"on":[23,81],"Eta-divergence.":[25],"Those":[26],"boosting":[28,49,65],"are":[30,58],"closely":[31],"related":[32],"to":[33,73],"models":[34],"which":[38],"label":[40],"is":[41],"erroneously":[42],"exchanged":[43],"others.":[45],"For":[46],"algorithms,":[50],"theoretical":[51],"aspects":[52],"supporting":[53],"explored.":[59],"apply":[61],"proposed":[63,89],"methods":[66],"synthetic":[68],"real":[70],"data":[71],"sets":[72],"investigate":[74],"performance":[76],"these":[78],"methods,":[79],"focusing":[80],"robustness,":[82],"confirm":[84],"validity":[86],"methods.":[90]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2022,"cited_by_count":3},{"year":2021,"cited_by_count":2},{"year":2017,"cited_by_count":1},{"year":2016,"cited_by_count":1},{"year":2015,"cited_by_count":2},{"year":2014,"cited_by_count":1},{"year":2013,"cited_by_count":2},{"year":2012,"cited_by_count":2}],"updated_date":"2026-07-15T18:14:33.161393","created_date":"2025-10-10T00:00:00"}
