{"id":"https://openalex.org/W2110652811","doi":"https://doi.org/10.1023/a:1018946025316","title":"Regularization Networks and Support Vector Machines","display_name":"Regularization Networks and Support Vector Machines","publication_year":2000,"publication_date":"2000-04-01","ids":{"openalex":"https://openalex.org/W2110652811","doi":"https://doi.org/10.1023/a:1018946025316","mag":"2110652811"},"language":"en","primary_location":{"id":"doi:10.1023/a:1018946025316","is_oa":false,"landing_page_url":"https://doi.org/10.1023/a:1018946025316","pdf_url":null,"source":{"id":"https://openalex.org/S57050787","display_name":"Advances in Computational Mathematics","issn_l":"1019-7168","issn":["1019-7168","1572-9044"],"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":"Advances in Computational Mathematics","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":"https://openalex.org/A5022937525","display_name":"Theodoros Evgeniou","orcid":"https://orcid.org/0000-0001-9525-6110"},"institutions":[{"id":"https://openalex.org/I63966007","display_name":"Massachusetts Institute of Technology","ror":"https://ror.org/042nb2s44","country_code":"US","type":"education","lineage":["https://openalex.org/I63966007"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Theodoros Evgeniou","raw_affiliation_strings":["Center for Biological and Computational Learning and Artificial Intelligence Laboratory, Massachusetts Institute of Technology, Cambridge, MA, 02139, USA","Center for Biological and Computational Learning and Artificial Intelligence Laboratory, Massachusetts Institute of Technology, Cambridge, USA E-mail:"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Center for Biological and Computational Learning and Artificial Intelligence Laboratory, Massachusetts Institute of Technology, Cambridge, MA, 02139, USA","institution_ids":["https://openalex.org/I63966007"]},{"raw_affiliation_string":"Center for Biological and Computational Learning and Artificial Intelligence Laboratory, Massachusetts Institute of Technology, Cambridge, USA E-mail:","institution_ids":["https://openalex.org/I63966007"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5034260726","display_name":"Massimiliano Pontil","orcid":"https://orcid.org/0000-0001-9415-098X"},"institutions":[{"id":"https://openalex.org/I63966007","display_name":"Massachusetts Institute of Technology","ror":"https://ror.org/042nb2s44","country_code":"US","type":"education","lineage":["https://openalex.org/I63966007"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Massimiliano Pontil","raw_affiliation_strings":["Center for Biological and Computational Learning and Artificial Intelligence Laboratory, Massachusetts Institute of Technology, Cambridge, MA, 02139, USA","Center for Biological and Computational Learning and Artificial Intelligence Laboratory, Massachusetts Institute of Technology, Cambridge, USA E-mail:"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Center for Biological and Computational Learning and Artificial Intelligence Laboratory, Massachusetts Institute of Technology, Cambridge, MA, 02139, USA","institution_ids":["https://openalex.org/I63966007"]},{"raw_affiliation_string":"Center for Biological and Computational Learning and Artificial Intelligence Laboratory, Massachusetts Institute of Technology, Cambridge, USA E-mail:","institution_ids":["https://openalex.org/I63966007"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5001833084","display_name":"Tomaso Poggio","orcid":"https://orcid.org/0000-0002-3944-0455"},"institutions":[{"id":"https://openalex.org/I63966007","display_name":"Massachusetts Institute of Technology","ror":"https://ror.org/042nb2s44","country_code":"US","type":"education","lineage":["https://openalex.org/I63966007"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Tomaso Poggio","raw_affiliation_strings":["Center for Biological and Computational Learning and Artificial Intelligence Laboratory, Massachusetts Institute of Technology, Cambridge, MA, 02139, USA","Center for Biological and Computational Learning and Artificial Intelligence Laboratory, Massachusetts Institute of Technology, Cambridge, USA E-mail:"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Center for Biological and Computational Learning and Artificial Intelligence Laboratory, Massachusetts Institute of Technology, Cambridge, MA, 02139, USA","institution_ids":["https://openalex.org/I63966007"]},{"raw_affiliation_string":"Center for Biological and Computational Learning and Artificial Intelligence Laboratory, Massachusetts Institute of Technology, Cambridge, USA E-mail:","institution_ids":["https://openalex.org/I63966007"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5022937525"],"corresponding_institution_ids":["https://openalex.org/I63966007"],"apc_list":{"value":2990,"currency":"USD","value_usd":2990},"apc_paid":null,"fwci":50.8709,"has_fulltext":false,"cited_by_count":1224,"citation_normalized_percentile":{"value":0.99862607,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"13","issue":"1","first_page":"1","last_page":"50"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10320","display_name":"Neural Networks and Applications","score":0.9987999796867371,"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/T10320","display_name":"Neural Networks and Applications","score":0.9987999796867371,"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/T11236","display_name":"Control Systems and Identification","score":0.9965999722480774,"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/T10500","display_name":"Sparse and Compressive Sensing Techniques","score":0.9939000010490417,"subfield":{"id":"https://openalex.org/subfields/2206","display_name":"Computational Mechanics"},"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/statistical-learning-theory","display_name":"Statistical learning theory","score":0.5993046760559082},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.5834634304046631},{"id":"https://openalex.org/keywords/regularization","display_name":"Regularization (linguistics)","score":0.5818934440612793},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.5366833209991455},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5318217873573303},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4930391013622284},{"id":"https://openalex.org/keywords/radial-basis-function","display_name":"Radial basis function","score":0.4468301236629486},{"id":"https://openalex.org/keywords/regularization-perspectives-on-support-vector-machines","display_name":"Regularization perspectives on support vector machines","score":0.4124261736869812},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.3845961093902588},{"id":"https://openalex.org/keywords/applied-mathematics","display_name":"Applied mathematics","score":0.38390496373176575},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3452766537666321},{"id":"https://openalex.org/keywords/inverse-problem","display_name":"Inverse problem","score":0.19143661856651306},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.17698714137077332},{"id":"https://openalex.org/keywords/tikhonov-regularization","display_name":"Tikhonov regularization","score":0.10556861758232117},{"id":"https://openalex.org/keywords/mathematical-analysis","display_name":"Mathematical analysis","score":0.10170131921768188}],"concepts":[{"id":"https://openalex.org/C2779915298","wikidata":"https://www.wikidata.org/wiki/Q7604400","display_name":"Statistical learning theory","level":3,"score":0.5993046760559082},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.5834634304046631},{"id":"https://openalex.org/C2776135515","wikidata":"https://www.wikidata.org/wiki/Q17143721","display_name":"Regularization (linguistics)","level":2,"score":0.5818934440612793},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.5366833209991455},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5318217873573303},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4930391013622284},{"id":"https://openalex.org/C98856871","wikidata":"https://www.wikidata.org/wiki/Q1588488","display_name":"Radial basis function","level":3,"score":0.4468301236629486},{"id":"https://openalex.org/C141718189","wikidata":"https://www.wikidata.org/wiki/Q7309628","display_name":"Regularization perspectives on support vector machines","level":4,"score":0.4124261736869812},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.3845961093902588},{"id":"https://openalex.org/C28826006","wikidata":"https://www.wikidata.org/wiki/Q33521","display_name":"Applied mathematics","level":1,"score":0.38390496373176575},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3452766537666321},{"id":"https://openalex.org/C135252773","wikidata":"https://www.wikidata.org/wiki/Q1567213","display_name":"Inverse problem","level":2,"score":0.19143661856651306},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.17698714137077332},{"id":"https://openalex.org/C152442038","wikidata":"https://www.wikidata.org/wiki/Q2778212","display_name":"Tikhonov regularization","level":3,"score":0.10556861758232117},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.10170131921768188}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1023/a:1018946025316","is_oa":false,"landing_page_url":"https://doi.org/10.1023/a:1018946025316","pdf_url":null,"source":{"id":"https://openalex.org/S57050787","display_name":"Advances in Computational Mathematics","issn_l":"1019-7168","issn":["1019-7168","1572-9044"],"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":"Advances in Computational Mathematics","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":109,"referenced_works":["https://openalex.org/W5594912","https://openalex.org/W115321477","https://openalex.org/W123767585","https://openalex.org/W1480101757","https://openalex.org/W1489125359","https://openalex.org/W1530699444","https://openalex.org/W1536326359","https://openalex.org/W1548502347","https://openalex.org/W1553407966","https://openalex.org/W1564947197","https://openalex.org/W1571894236","https://openalex.org/W1607102876","https://openalex.org/W1680579736","https://openalex.org/W1848067327","https://openalex.org/W1965720095","https://openalex.org/W1965999112","https://openalex.org/W1970789124","https://openalex.org/W1981025032","https://openalex.org/W1986280275","https://openalex.org/W1986931325","https://openalex.org/W1989408439","https://openalex.org/W1990007244","https://openalex.org/W1995558350","https://openalex.org/W1996692737","https://openalex.org/W2002355073","https://openalex.org/W2005201432","https://openalex.org/W2010029425","https://openalex.org/W2012530041","https://openalex.org/W2019363670","https://openalex.org/W2019635781","https://openalex.org/W2024897640","https://openalex.org/W2029538739","https://openalex.org/W2030561575","https://openalex.org/W2031879798","https://openalex.org/W2034374737","https://openalex.org/W2036147302","https://openalex.org/W2039402388","https://openalex.org/W2046130948","https://openalex.org/W2049600989","https://openalex.org/W2050297026","https://openalex.org/W2051781990","https://openalex.org/W2054658115","https://openalex.org/W2055940788","https://openalex.org/W2056735347","https://openalex.org/W2056763477","https://openalex.org/W2059811159","https://openalex.org/W2062024414","https://openalex.org/W2069888879","https://openalex.org/W2077390566","https://openalex.org/W2077424406","https://openalex.org/W2079088811","https://openalex.org/W2082206048","https://openalex.org/W2086726221","https://openalex.org/W2090102379","https://openalex.org/W2090344516","https://openalex.org/W2097629057","https://openalex.org/W2099579348","https://openalex.org/W2106491486","https://openalex.org/W2108136473","https://openalex.org/W2108384452","https://openalex.org/W2119821739","https://openalex.org/W2121507443","https://openalex.org/W2121649666","https://openalex.org/W2122095985","https://openalex.org/W2123507038","https://openalex.org/W2124776405","https://openalex.org/W2125053431","https://openalex.org/W2129192653","https://openalex.org/W2133069808","https://openalex.org/W2137291015","https://openalex.org/W2139212933","https://openalex.org/W2143956139","https://openalex.org/W2145889472","https://openalex.org/W2148603752","https://openalex.org/W2149208907","https://openalex.org/W2149239179","https://openalex.org/W2149846618","https://openalex.org/W2151693816","https://openalex.org/W2153755271","https://openalex.org/W2156447271","https://openalex.org/W2156512439","https://openalex.org/W2156909104","https://openalex.org/W2158078575","https://openalex.org/W2160353894","https://openalex.org/W2162836072","https://openalex.org/W2167025280","https://openalex.org/W2292650736","https://openalex.org/W2294690908","https://openalex.org/W2334018742","https://openalex.org/W2408196097","https://openalex.org/W2567032824","https://openalex.org/W2571441540","https://openalex.org/W2797583072","https://openalex.org/W3017143921","https://openalex.org/W3022664448","https://openalex.org/W4231428347","https://openalex.org/W4238284510","https://openalex.org/W4238463311","https://openalex.org/W4244829582","https://openalex.org/W4249533638","https://openalex.org/W4251085907","https://openalex.org/W4252305909","https://openalex.org/W4255272544","https://openalex.org/W4285719527","https://openalex.org/W4292025355","https://openalex.org/W4298876635","https://openalex.org/W4388249735","https://openalex.org/W6726935352","https://openalex.org/W6820261202"],"related_works":["https://openalex.org/W2369526193","https://openalex.org/W2394142199","https://openalex.org/W2382810153","https://openalex.org/W3013091747","https://openalex.org/W2366023887","https://openalex.org/W1570628932","https://openalex.org/W2389264710","https://openalex.org/W2186819599","https://openalex.org/W1989857057","https://openalex.org/W2062975788"],"abstract_inverted_index":null,"counts_by_year":[{"year":2026,"cited_by_count":6},{"year":2025,"cited_by_count":23},{"year":2024,"cited_by_count":21},{"year":2023,"cited_by_count":23},{"year":2022,"cited_by_count":26},{"year":2021,"cited_by_count":43},{"year":2020,"cited_by_count":46},{"year":2019,"cited_by_count":46},{"year":2018,"cited_by_count":48},{"year":2017,"cited_by_count":44},{"year":2016,"cited_by_count":38},{"year":2015,"cited_by_count":44},{"year":2014,"cited_by_count":56},{"year":2013,"cited_by_count":65},{"year":2012,"cited_by_count":70}],"updated_date":"2026-07-23T08:03:31.855105","created_date":"2016-06-24T00:00:00"}
