{"id":"https://openalex.org/W2143559846","doi":"https://doi.org/10.1109/icpr.2002.1048253","title":"Using two-class classifiers for multiclass classification","display_name":"Using two-class classifiers for multiclass classification","publication_year":2003,"publication_date":"2003-06-25","ids":{"openalex":"https://openalex.org/W2143559846","doi":"https://doi.org/10.1109/icpr.2002.1048253","mag":"2143559846"},"language":"en","primary_location":{"id":"doi:10.1109/icpr.2002.1048253","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icpr.2002.1048253","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Object recognition supported by user interaction for service robots","raw_type":"proceedings-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/A5001295629","display_name":"David M. J. Tax","orcid":"https://orcid.org/0000-0002-5153-9087"},"institutions":[{"id":"https://openalex.org/I98358874","display_name":"Delft University of Technology","ror":"https://ror.org/02e2c7k09","country_code":"NL","type":"education","lineage":["https://openalex.org/I98358874"]}],"countries":["NL"],"is_corresponding":true,"raw_author_name":"D.M.J. Tax","raw_affiliation_strings":["Pattern Recognition Group, Faculty of Applied Science, Delft University of Technnology, Delft, Netherlands","Pattern Recognition Group, Delft Univ. of Technol., Netherlands"],"affiliations":[{"raw_affiliation_string":"Pattern Recognition Group, Faculty of Applied Science, Delft University of Technnology, Delft, Netherlands","institution_ids":["https://openalex.org/I98358874"]},{"raw_affiliation_string":"Pattern Recognition Group, Delft Univ. of Technol., Netherlands","institution_ids":["https://openalex.org/I98358874"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5109106696","display_name":"Robert P. W. Duin","orcid":null},"institutions":[{"id":"https://openalex.org/I98358874","display_name":"Delft University of Technology","ror":"https://ror.org/02e2c7k09","country_code":"NL","type":"education","lineage":["https://openalex.org/I98358874"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"R.P.W. Duin","raw_affiliation_strings":["Pattern Recognition Group, Faculty of Applied Science, Delft University of Technnology, Delft, Netherlands","Pattern Recognition Group, Delft Univ. of Technol., Netherlands"],"affiliations":[{"raw_affiliation_string":"Pattern Recognition Group, Faculty of Applied Science, Delft University of Technnology, Delft, Netherlands","institution_ids":["https://openalex.org/I98358874"]},{"raw_affiliation_string":"Pattern Recognition Group, Delft Univ. of Technol., Netherlands","institution_ids":["https://openalex.org/I98358874"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5001295629"],"corresponding_institution_ids":["https://openalex.org/I98358874"],"apc_list":null,"apc_paid":null,"fwci":14.0454,"has_fulltext":false,"cited_by_count":195,"citation_normalized_percentile":{"value":0.98856584,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":100},"biblio":{"volume":"2","issue":null,"first_page":"124","last_page":"127"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11652","display_name":"Imbalanced Data Classification Techniques","score":0.9980999827384949,"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/T11652","display_name":"Imbalanced Data Classification Techniques","score":0.9980999827384949,"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":0.9936000108718872,"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/T10057","display_name":"Face and Expression Recognition","score":0.9930999875068665,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/multiclass-classification","display_name":"Multiclass classification","score":0.6740642786026001},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6650110483169556},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6490607261657715},{"id":"https://openalex.org/keywords/class","display_name":"Class (philosophy)","score":0.6219009160995483},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.5275642275810242},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4345334768295288},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.27649420499801636}],"concepts":[{"id":"https://openalex.org/C123860398","wikidata":"https://www.wikidata.org/wiki/Q6934605","display_name":"Multiclass classification","level":3,"score":0.6740642786026001},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6650110483169556},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6490607261657715},{"id":"https://openalex.org/C2777212361","wikidata":"https://www.wikidata.org/wiki/Q5127848","display_name":"Class (philosophy)","level":2,"score":0.6219009160995483},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5275642275810242},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4345334768295288},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.27649420499801636}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/icpr.2002.1048253","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icpr.2002.1048253","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Object recognition supported by user interaction for service robots","raw_type":"proceedings-article"},{"id":"pmh:oai:CiteSeerX.psu:10.1.1.19.7063","is_oa":false,"landing_page_url":"http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.19.7063","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://www.ph.tn.tudelft.nl/People/bob/papers/icpr_02_mclass.pdf","raw_type":"text"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/10","score":0.7799999713897705,"display_name":"Reduced inequalities"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":15,"referenced_works":["https://openalex.org/W1536311404","https://openalex.org/W1554663460","https://openalex.org/W1588401315","https://openalex.org/W1676820704","https://openalex.org/W1755925439","https://openalex.org/W2001619934","https://openalex.org/W2148603752","https://openalex.org/W2153104898","https://openalex.org/W2170768058","https://openalex.org/W2799061466","https://openalex.org/W4230946174","https://openalex.org/W4251002338","https://openalex.org/W4254721730","https://openalex.org/W4285719527","https://openalex.org/W6635310694"],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4306674287","https://openalex.org/W4224009465","https://openalex.org/W3134233996","https://openalex.org/W4285281467","https://openalex.org/W4205220472","https://openalex.org/W4313342395","https://openalex.org/W3158307528","https://openalex.org/W2386468718","https://openalex.org/W3133521594"],"abstract_inverted_index":{"The":[0],"generalization":[1],"from":[2],"two-class":[3,71],"classification":[4,7],"to":[5,42,62],"multiclass":[6],"is":[8],"not":[9,15],"straightforward":[10],"for":[11],"discriminants":[12],"which":[13],"are":[14],"based":[16],"on":[17],"density":[18],"estimation.":[19],"Simple":[20],"combining":[21],"methods":[22,37,52],"use":[23,53],"voting,":[24],"but":[25],"this":[26,58],"has":[27],"the":[28,39,64,70],"drawback":[29],"of":[30,66,69,77],"inconsequent":[31],"labelings":[32],"and":[33,47,75],"ties.":[34],"More":[35],"advanced":[36],"map":[38],"discriminant":[40],"outputs":[41],"approximate":[43,78],"posterior":[44,79],"probability":[45],"estimates":[46],"combine":[48],"these,":[49],"while":[50],"other":[51],"error-correcting":[54],"output":[55],"codes.":[56],"In":[57],"paper":[59],"we":[60],"want":[61],"show":[63],"possibilities":[65],"simple":[67],"generalizations":[68],"classification,":[72],"using":[73],"voting":[74],"combinations":[76],"probabilities.":[80]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":7},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":6},{"year":2020,"cited_by_count":12},{"year":2019,"cited_by_count":9},{"year":2018,"cited_by_count":8},{"year":2017,"cited_by_count":12},{"year":2016,"cited_by_count":5},{"year":2015,"cited_by_count":8},{"year":2014,"cited_by_count":9},{"year":2013,"cited_by_count":15},{"year":2012,"cited_by_count":12}],"updated_date":"2026-04-05T17:49:38.594831","created_date":"2025-10-10T00:00:00"}
