{"id":"https://openalex.org/W1976905255","doi":"https://doi.org/10.1007/s00500-004-406-3","title":"Theoretically Optimal Parameter Choices for Support Vector Regression Machines with Noisy Input","display_name":"Theoretically Optimal Parameter Choices for Support Vector Regression Machines with Noisy Input","publication_year":2004,"publication_date":"2004-08-12","ids":{"openalex":"https://openalex.org/W1976905255","doi":"https://doi.org/10.1007/s00500-004-406-3","mag":"1976905255"},"language":"en","primary_location":{"id":"doi:10.1007/s00500-004-406-3","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s00500-004-406-3","pdf_url":null,"source":{"id":"https://openalex.org/S65753830","display_name":"Soft Computing","issn_l":"1432-7643","issn":["1432-7643","1433-7479"],"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":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Soft Computing","raw_type":"journal-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":null,"display_name":"Wang Shitong","orcid":null},"institutions":[{"id":"https://openalex.org/I111599522","display_name":"Jiangnan University","ror":"https://ror.org/04mkzax54","country_code":"CN","type":"education","lineage":["https://openalex.org/I111599522"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Wang Shitong","raw_affiliation_strings":["School of Information Engineering, Southern Yangtze University, Wuxi, China","School of Information Engineering, Southern Yangtze University, Wuxi, China#TAB#"],"affiliations":[{"raw_affiliation_string":"School of Information Engineering, Southern Yangtze University, Wuxi, China","institution_ids":["https://openalex.org/I111599522"]},{"raw_affiliation_string":"School of Information Engineering, Southern Yangtze University, Wuxi, China#TAB#","institution_ids":["https://openalex.org/I111599522"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100670090","display_name":"Jiagang Zhu","orcid":"https://orcid.org/0000-0002-0419-1743"},"institutions":[{"id":"https://openalex.org/I36399199","display_name":"Nanjing University of Science and Technology","ror":"https://ror.org/00xp9wg62","country_code":"CN","type":"education","lineage":["https://openalex.org/I36399199"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhu Jiagang","raw_affiliation_strings":["Dept. of Comp. Sci. and Engineering, Nanjing Univ. of Sci. and Tech., Nanjing, China"],"affiliations":[{"raw_affiliation_string":"Dept. of Comp. Sci. and Engineering, Nanjing Univ. of Sci. and Tech., Nanjing, China","institution_ids":["https://openalex.org/I36399199"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043016512","display_name":"Fu-Lai Chung","orcid":"https://orcid.org/0000-0001-5294-8168"},"institutions":[{"id":"https://openalex.org/I14243506","display_name":"Hong Kong Polytechnic University","ror":"https://ror.org/0030zas98","country_code":"HK","type":"education","lineage":["https://openalex.org/I14243506"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"F. L. Chung","raw_affiliation_strings":["Dept. Computing, HongKong Polytechnic University, HongKong, China"],"affiliations":[{"raw_affiliation_string":"Dept. Computing, HongKong Polytechnic University, HongKong, China","institution_ids":["https://openalex.org/I14243506"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5083218184","display_name":"Qing Lin","orcid":"https://orcid.org/0009-0007-7507-6914"},"institutions":[{"id":"https://openalex.org/I111149068","display_name":"National Defense University","ror":"https://ror.org/01nqk4x38","country_code":"US","type":"education","lineage":["https://openalex.org/I111149068"]},{"id":"https://openalex.org/I170215575","display_name":"National University of Defense Technology","ror":"https://ror.org/05d2yfz11","country_code":"CN","type":"education","lineage":["https://openalex.org/I170215575"]}],"countries":["CN","US"],"is_corresponding":false,"raw_author_name":"Lin Qing","raw_affiliation_strings":["School of automation, National Defense Univ. of Sci. and Tech., Changsha, China","School of automation, National Defense Univ. of Sci. and Tech., Changsha, China#TAB#"],"affiliations":[{"raw_affiliation_string":"School of automation, National Defense Univ. of Sci. and Tech., Changsha, China","institution_ids":["https://openalex.org/I170215575"]},{"raw_affiliation_string":"School of automation, National Defense Univ. of Sci. and Tech., Changsha, China#TAB#","institution_ids":["https://openalex.org/I111149068"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5058723723","display_name":"HU De-wen","orcid":null},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210128818","display_name":"Institute of Software","ror":"https://ror.org/033dfsn42","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210128818"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hu Dewen","raw_affiliation_strings":["Lab. of Comp. Sci., Institute of Software, Chinese Academy of Science, China","Lab. of Comp. Sci., Institute of Software, Chinese Academy of Science, Changsha, China#TAB#"],"affiliations":[{"raw_affiliation_string":"Lab. of Comp. Sci., Institute of Software, Chinese Academy of Science, China","institution_ids":["https://openalex.org/I4210128818"]},{"raw_affiliation_string":"Lab. of Comp. Sci., Institute of Software, Chinese Academy of Science, Changsha, China#TAB#","institution_ids":["https://openalex.org/I19820366"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I111599522"],"apc_list":{"value":2390,"currency":"EUR","value_usd":2990},"apc_paid":null,"fwci":0.5521,"has_fulltext":false,"cited_by_count":15,"citation_normalized_percentile":{"value":0.68096353,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":96},"biblio":{"volume":"9","issue":"10","first_page":"732","last_page":"741"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10057","display_name":"Face and Expression Recognition","score":0.9918000102043152,"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":0.9918000102043152,"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/T13717","display_name":"Advanced Algorithms and Applications","score":0.9836000204086304,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems 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/T14257","display_name":"Advanced Measurement and Detection Methods","score":0.9810000061988831,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.8111481666564941},{"id":"https://openalex.org/keywords/dependency","display_name":"Dependency (UML)","score":0.7303131818771362},{"id":"https://openalex.org/keywords/noise","display_name":"Noise (video)","score":0.5743733048439026},{"id":"https://openalex.org/keywords/kernel","display_name":"Kernel (algebra)","score":0.5344891548156738},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.5005810260772705},{"id":"https://openalex.org/keywords/regression","display_name":"Regression","score":0.49799251556396484},{"id":"https://openalex.org/keywords/gaussian","display_name":"Gaussian","score":0.4620816707611084},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.44977235794067383},{"id":"https://openalex.org/keywords/gaussian-noise","display_name":"Gaussian noise","score":0.4455837309360504},{"id":"https://openalex.org/keywords/regression-analysis","display_name":"Regression analysis","score":0.43912363052368164},{"id":"https://openalex.org/keywords/norm","display_name":"Norm (philosophy)","score":0.4350413382053375},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.4274483025074005},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3788279592990875},{"id":"https://openalex.org/keywords/applied-mathematics","display_name":"Applied mathematics","score":0.3537268340587616},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.32706373929977417},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.27865689992904663},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.20419326424598694}],"concepts":[{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.8111481666564941},{"id":"https://openalex.org/C19768560","wikidata":"https://www.wikidata.org/wiki/Q320727","display_name":"Dependency (UML)","level":2,"score":0.7303131818771362},{"id":"https://openalex.org/C99498987","wikidata":"https://www.wikidata.org/wiki/Q2210247","display_name":"Noise (video)","level":3,"score":0.5743733048439026},{"id":"https://openalex.org/C74193536","wikidata":"https://www.wikidata.org/wiki/Q574844","display_name":"Kernel (algebra)","level":2,"score":0.5344891548156738},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.5005810260772705},{"id":"https://openalex.org/C83546350","wikidata":"https://www.wikidata.org/wiki/Q1139051","display_name":"Regression","level":2,"score":0.49799251556396484},{"id":"https://openalex.org/C163716315","wikidata":"https://www.wikidata.org/wiki/Q901177","display_name":"Gaussian","level":2,"score":0.4620816707611084},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.44977235794067383},{"id":"https://openalex.org/C4199805","wikidata":"https://www.wikidata.org/wiki/Q2725903","display_name":"Gaussian noise","level":2,"score":0.4455837309360504},{"id":"https://openalex.org/C152877465","wikidata":"https://www.wikidata.org/wiki/Q208042","display_name":"Regression analysis","level":2,"score":0.43912363052368164},{"id":"https://openalex.org/C191795146","wikidata":"https://www.wikidata.org/wiki/Q3878446","display_name":"Norm (philosophy)","level":2,"score":0.4350413382053375},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.4274483025074005},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3788279592990875},{"id":"https://openalex.org/C28826006","wikidata":"https://www.wikidata.org/wiki/Q33521","display_name":"Applied mathematics","level":1,"score":0.3537268340587616},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.32706373929977417},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.27865689992904663},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.20419326424598694},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C114614502","wikidata":"https://www.wikidata.org/wiki/Q76592","display_name":"Combinatorics","level":1,"score":0.0},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1007/s00500-004-406-3","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s00500-004-406-3","pdf_url":null,"source":{"id":"https://openalex.org/S65753830","display_name":"Soft Computing","issn_l":"1432-7643","issn":["1432-7643","1433-7479"],"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":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Soft Computing","raw_type":"journal-article"},{"id":"pmh:oai:ira.lib.polyu.edu.hk:10397/12228","is_oa":false,"landing_page_url":"http://hdl.handle.net/10397/12228","pdf_url":null,"source":{"id":"https://openalex.org/S4306400205","display_name":"PolyU Institutional Research Archive (Hong Kong Polytechnic University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I14243506","host_organization_name":"Hong Kong Polytechnic University","host_organization_lineage":["https://openalex.org/I14243506"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Journal/Magazine Article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Climate action","score":0.5799999833106995,"id":"https://metadata.un.org/sdg/13"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":9,"referenced_works":["https://openalex.org/W16765583","https://openalex.org/W1505624657","https://openalex.org/W1572899790","https://openalex.org/W1580637085","https://openalex.org/W1601740268","https://openalex.org/W1986796490","https://openalex.org/W2130765257","https://openalex.org/W2148603752","https://openalex.org/W2158994553"],"related_works":["https://openalex.org/W2067317451","https://openalex.org/W4211085505","https://openalex.org/W2154771632","https://openalex.org/W2084758217","https://openalex.org/W3122478268","https://openalex.org/W408804804","https://openalex.org/W3086365953","https://openalex.org/W4226072953","https://openalex.org/W2392606101","https://openalex.org/W2134259672"],"abstract_inverted_index":null,"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2015,"cited_by_count":1},{"year":2014,"cited_by_count":1},{"year":2012,"cited_by_count":2}],"updated_date":"2026-04-16T08:26:57.006410","created_date":"2016-06-24T00:00:00"}
