{"id":"https://openalex.org/W2168783262","doi":"https://doi.org/10.1007/978-3-540-88192-6_59","title":"Using Support Vector Regression for Classification","display_name":"Using Support Vector Regression for Classification","publication_year":2008,"publication_date":"2008-09-29","ids":{"openalex":"https://openalex.org/W2168783262","doi":"https://doi.org/10.1007/978-3-540-88192-6_59","mag":"2168783262"},"language":"en","primary_location":{"id":"doi:10.1007/978-3-540-88192-6_59","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-540-88192-6_59","pdf_url":null,"source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"},"type":"book-chapter","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/A5063555423","display_name":"Bo Huang","orcid":"https://orcid.org/0000-0003-1380-0616"},"institutions":[{"id":"https://openalex.org/I3124059619","display_name":"China University of Geosciences","ror":"https://ror.org/04gcegc37","country_code":"CN","type":"education","lineage":["https://openalex.org/I3124059619"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Bo Huang","raw_affiliation_strings":["Faculty of Computer Science, China University of Geosciences, Wuhan, Hubei, P.R. China, 430074"],"affiliations":[{"raw_affiliation_string":"Faculty of Computer Science, China University of Geosciences, Wuhan, Hubei, P.R. China, 430074","institution_ids":["https://openalex.org/I3124059619"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5038861185","display_name":"Zhihua Cai","orcid":"https://orcid.org/0000-0003-0020-6503"},"institutions":[{"id":"https://openalex.org/I3124059619","display_name":"China University of Geosciences","ror":"https://ror.org/04gcegc37","country_code":"CN","type":"education","lineage":["https://openalex.org/I3124059619"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhihua Cai","raw_affiliation_strings":["Faculty of Computer Science, China University of Geosciences, Wuhan, Hubei, P.R. China, 430074"],"affiliations":[{"raw_affiliation_string":"Faculty of Computer Science, China University of Geosciences, Wuhan, Hubei, P.R. China, 430074","institution_ids":["https://openalex.org/I3124059619"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070005587","display_name":"Qiong Gu","orcid":"https://orcid.org/0000-0001-6011-3697"},"institutions":[{"id":"https://openalex.org/I3124059619","display_name":"China University of Geosciences","ror":"https://ror.org/04gcegc37","country_code":"CN","type":"education","lineage":["https://openalex.org/I3124059619"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qiong Gu","raw_affiliation_strings":["Faculty of Computer Science, China University of Geosciences, Wuhan, Hubei, P.R. China, 430074"],"affiliations":[{"raw_affiliation_string":"Faculty of Computer Science, China University of Geosciences, Wuhan, Hubei, P.R. China, 430074","institution_ids":["https://openalex.org/I3124059619"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5065746026","display_name":"Changjun Chen","orcid":"https://orcid.org/0000-0003-2564-6804"},"institutions":[{"id":"https://openalex.org/I3124059619","display_name":"China University of Geosciences","ror":"https://ror.org/04gcegc37","country_code":"CN","type":"education","lineage":["https://openalex.org/I3124059619"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Changjun Chen","raw_affiliation_strings":["Faculty of Computer Science, China University of Geosciences, Wuhan, Hubei, P.R. China, 430074"],"affiliations":[{"raw_affiliation_string":"Faculty of Computer Science, China University of Geosciences, Wuhan, Hubei, P.R. China, 430074","institution_ids":["https://openalex.org/I3124059619"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5063555423"],"corresponding_institution_ids":["https://openalex.org/I3124059619"],"apc_list":{"value":5000,"currency":"EUR","value_usd":5392},"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.2040726,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"581","last_page":"588"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10057","display_name":"Face and Expression Recognition","score":0.9948999881744385,"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"}},"topics":[{"id":"https://openalex.org/T10057","display_name":"Face and Expression Recognition","score":0.9948999881744385,"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"}},{"id":"https://openalex.org/T11063","display_name":"Rough Sets and Fuzzy Logic","score":0.9901999831199646,"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/T11550","display_name":"Text and Document Classification Technologies","score":0.9886000156402588,"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/c4.5-algorithm","display_name":"C4.5 algorithm","score":0.8805888891220093},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.7973052859306335},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7958000898361206},{"id":"https://openalex.org/keywords/class","display_name":"Class (philosophy)","score":0.6187887191772461},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.5810720920562744},{"id":"https://openalex.org/keywords/maximization","display_name":"Maximization","score":0.5710138082504272},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5615867376327515},{"id":"https://openalex.org/keywords/training-set","display_name":"Training set","score":0.5566055178642273},{"id":"https://openalex.org/keywords/sequential-minimal-optimization","display_name":"Sequential minimal optimization","score":0.5391872525215149},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.47228294610977173},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4572157859802246},{"id":"https://openalex.org/keywords/value","display_name":"Value (mathematics)","score":0.4340086579322815},{"id":"https://openalex.org/keywords/regression","display_name":"Regression","score":0.43271058797836304},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3986937999725342},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.16597414016723633},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.14014628529548645},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.11124083399772644},{"id":"https://openalex.org/keywords/naive-bayes-classifier","display_name":"Naive Bayes classifier","score":0.08616453409194946}],"concepts":[{"id":"https://openalex.org/C52003472","wikidata":"https://www.wikidata.org/wiki/Q1022655","display_name":"C4.5 algorithm","level":4,"score":0.8805888891220093},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.7973052859306335},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7958000898361206},{"id":"https://openalex.org/C2777212361","wikidata":"https://www.wikidata.org/wiki/Q5127848","display_name":"Class (philosophy)","level":2,"score":0.6187887191772461},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.5810720920562744},{"id":"https://openalex.org/C2776330181","wikidata":"https://www.wikidata.org/wiki/Q18358244","display_name":"Maximization","level":2,"score":0.5710138082504272},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5615867376327515},{"id":"https://openalex.org/C51632099","wikidata":"https://www.wikidata.org/wiki/Q3985153","display_name":"Training set","level":2,"score":0.5566055178642273},{"id":"https://openalex.org/C10719679","wikidata":"https://www.wikidata.org/wiki/Q2679145","display_name":"Sequential minimal optimization","level":3,"score":0.5391872525215149},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.47228294610977173},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4572157859802246},{"id":"https://openalex.org/C2776291640","wikidata":"https://www.wikidata.org/wiki/Q2912517","display_name":"Value (mathematics)","level":2,"score":0.4340086579322815},{"id":"https://openalex.org/C83546350","wikidata":"https://www.wikidata.org/wiki/Q1139051","display_name":"Regression","level":2,"score":0.43271058797836304},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3986937999725342},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.16597414016723633},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.14014628529548645},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.11124083399772644},{"id":"https://openalex.org/C52001869","wikidata":"https://www.wikidata.org/wiki/Q812530","display_name":"Naive Bayes classifier","level":3,"score":0.08616453409194946},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/978-3-540-88192-6_59","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-540-88192-6_59","pdf_url":null,"source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":13,"referenced_works":["https://openalex.org/W1512098439","https://openalex.org/W1570448133","https://openalex.org/W1594031697","https://openalex.org/W1598333443","https://openalex.org/W1964357740","https://openalex.org/W2087347434","https://openalex.org/W2115694019","https://openalex.org/W2125055259","https://openalex.org/W2156909104","https://openalex.org/W2330820318","https://openalex.org/W2966207845","https://openalex.org/W3085162807","https://openalex.org/W4230674625"],"related_works":["https://openalex.org/W2425165457","https://openalex.org/W2083308811","https://openalex.org/W2761641575","https://openalex.org/W4252840630","https://openalex.org/W3169862457","https://openalex.org/W2798968372","https://openalex.org/W2390381531","https://openalex.org/W2416142762","https://openalex.org/W1978018883","https://openalex.org/W2168783262"],"abstract_inverted_index":null,"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2020,"cited_by_count":2},{"year":2013,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}