{"id":"https://openalex.org/W1580637085","doi":"https://doi.org/10.1023/a:1012494009640","title":"A Probabilistic Framework for SVM Regression and Error Bar Estimation","display_name":"A Probabilistic Framework for SVM Regression and Error Bar Estimation","publication_year":2002,"publication_date":"2002-01-01","ids":{"openalex":"https://openalex.org/W1580637085","doi":"https://doi.org/10.1023/a:1012494009640","mag":"1580637085"},"language":"en","primary_location":{"id":"doi:10.1023/a:1012494009640","is_oa":false,"landing_page_url":"https://doi.org/10.1023/a:1012494009640","pdf_url":null,"source":{"id":"https://openalex.org/S62148650","display_name":"Machine Learning","issn_l":"0885-6125","issn":["0885-6125","1573-0565"],"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":"Machine Learning","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/A5015817857","display_name":"Junbin Gao","orcid":"https://orcid.org/0000-0001-9803-0256"},"institutions":[{"id":"https://openalex.org/I43439940","display_name":"University of Southampton","ror":"https://ror.org/01ryk1543","country_code":"GB","type":"education","lineage":["https://openalex.org/I43439940"]}],"countries":["GB"],"is_corresponding":true,"raw_author_name":"J.B. Gao","raw_affiliation_strings":["Image, Speech and Intelligent System Research Group, Department of Electronics and Computer Science, University of Southampton, Southampton, SO17 1BJ, UK","Image, Speech and Intelligent System Research Group, Department of Electronics and Computer Science, University of Southampton, Southampton SO17 1BJ, UK. jg@ecs.soton.ac.uk"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Image, Speech and Intelligent System Research Group, Department of Electronics and Computer Science, University of Southampton, Southampton, SO17 1BJ, UK","institution_ids":["https://openalex.org/I43439940"]},{"raw_affiliation_string":"Image, Speech and Intelligent System Research Group, Department of Electronics and Computer Science, University of Southampton, Southampton SO17 1BJ, UK. jg@ecs.soton.ac.uk","institution_ids":["https://openalex.org/I43439940"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5110550698","display_name":"S.R. Gunn","orcid":null},"institutions":[{"id":"https://openalex.org/I43439940","display_name":"University of Southampton","ror":"https://ror.org/01ryk1543","country_code":"GB","type":"education","lineage":["https://openalex.org/I43439940"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"S.R. Gunn","raw_affiliation_strings":["Image, Speech and Intelligent System Research Group, Department of Electronics and Computer Science, University of Southampton, Southampton, SO17 1BJ, UK","Image, Speech and Intelligent System Research Group, Department of Electronics and Computer Science, University of Southampton, Southampton SO17 1BJ, UK. srg@ecs.soton.ac.uk"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Image, Speech and Intelligent System Research Group, Department of Electronics and Computer Science, University of Southampton, Southampton, SO17 1BJ, UK","institution_ids":["https://openalex.org/I43439940"]},{"raw_affiliation_string":"Image, Speech and Intelligent System Research Group, Department of Electronics and Computer Science, University of Southampton, Southampton SO17 1BJ, UK. srg@ecs.soton.ac.uk","institution_ids":["https://openalex.org/I43439940"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5067133312","display_name":"C.J. Harris","orcid":"https://orcid.org/0000-0002-8504-9043"},"institutions":[{"id":"https://openalex.org/I43439940","display_name":"University of Southampton","ror":"https://ror.org/01ryk1543","country_code":"GB","type":"education","lineage":["https://openalex.org/I43439940"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"C.J. Harris","raw_affiliation_strings":["Image, Speech and Intelligent System Research Group, Department of Electronics and Computer Science, University of Southampton, Southampton, SO17 1BJ, UK","Image, Speech and Intelligent System Research Group, Department of Electronics and Computer Science, University of Southampton, Southampton SO17 1BJ, UK. cjh@ecs.soton.ac.uk"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Image, Speech and Intelligent System Research Group, Department of Electronics and Computer Science, University of Southampton, Southampton, SO17 1BJ, UK","institution_ids":["https://openalex.org/I43439940"]},{"raw_affiliation_string":"Image, Speech and Intelligent System Research Group, Department of Electronics and Computer Science, University of Southampton, Southampton SO17 1BJ, UK. cjh@ecs.soton.ac.uk","institution_ids":["https://openalex.org/I43439940"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5017712283","display_name":"Martin Brown","orcid":"https://orcid.org/0009-0009-7118-3661"},"institutions":[{"id":"https://openalex.org/I4210121844","display_name":"IBM (United Kingdom)","ror":"https://ror.org/02wat9f69","country_code":"GB","type":"company","lineage":["https://openalex.org/I1341412227","https://openalex.org/I4210121844"]},{"id":"https://openalex.org/I1341412227","display_name":"IBM (United States)","ror":"https://ror.org/05hh8d621","country_code":"US","type":"company","lineage":["https://openalex.org/I1341412227"]}],"countries":["GB","US"],"is_corresponding":false,"raw_author_name":"M. Brown","raw_affiliation_strings":["Data Exploitation Group, D0170, HS&T, IBM Hursley Laboratory, Winchester, SO21 2JN, UK","Data Exploitation Group, D0170, HS&T, IBM Hursley Laboratory, Winchester SO21 2JN, UK. m1brown@uk.ibm.com#TAB#"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Data Exploitation Group, D0170, HS&T, IBM Hursley Laboratory, Winchester, SO21 2JN, UK","institution_ids":["https://openalex.org/I4210121844"]},{"raw_affiliation_string":"Data Exploitation Group, D0170, HS&T, IBM Hursley Laboratory, Winchester SO21 2JN, UK. m1brown@uk.ibm.com#TAB#","institution_ids":["https://openalex.org/I1341412227"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5015817857"],"corresponding_institution_ids":["https://openalex.org/I43439940"],"apc_list":{"value":2390,"currency":"EUR","value_usd":2990},"apc_paid":null,"fwci":2.3269,"has_fulltext":false,"cited_by_count":135,"citation_normalized_percentile":{"value":0.89512195,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":97,"max":99},"biblio":{"volume":"46","issue":"1-3","first_page":"71","last_page":"89"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10057","display_name":"Face and Expression Recognition","score":0.9958000183105469,"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":0.9958000183105469,"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/T10320","display_name":"Neural Networks and Applications","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"}},{"id":"https://openalex.org/T10876","display_name":"Fault Detection and Control Systems","score":0.9829000234603882,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.6587669849395752},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.5183859467506409},{"id":"https://openalex.org/keywords/applied-mathematics","display_name":"Applied mathematics","score":0.5039541125297546},{"id":"https://openalex.org/keywords/bar","display_name":"Bar (unit)","score":0.4895561635494232},{"id":"https://openalex.org/keywords/function","display_name":"Function (biology)","score":0.47287577390670776},{"id":"https://openalex.org/keywords/gaussian-process","display_name":"Gaussian process","score":0.454177588224411},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.42766350507736206},{"id":"https://openalex.org/keywords/regular-polygon","display_name":"Regular polygon","score":0.41722071170806885},{"id":"https://openalex.org/keywords/gaussian","display_name":"Gaussian","score":0.41150087118148804},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.39221906661987305},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3627011179924011},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.33638066053390503},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.10113921761512756},{"id":"https://openalex.org/keywords/geometry","display_name":"Geometry","score":0.06707596778869629}],"concepts":[{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.6587669849395752},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.5183859467506409},{"id":"https://openalex.org/C28826006","wikidata":"https://www.wikidata.org/wiki/Q33521","display_name":"Applied mathematics","level":1,"score":0.5039541125297546},{"id":"https://openalex.org/C188721877","wikidata":"https://www.wikidata.org/wiki/Q103510","display_name":"Bar (unit)","level":2,"score":0.4895561635494232},{"id":"https://openalex.org/C14036430","wikidata":"https://www.wikidata.org/wiki/Q3736076","display_name":"Function (biology)","level":2,"score":0.47287577390670776},{"id":"https://openalex.org/C61326573","wikidata":"https://www.wikidata.org/wiki/Q1496376","display_name":"Gaussian process","level":3,"score":0.454177588224411},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.42766350507736206},{"id":"https://openalex.org/C112680207","wikidata":"https://www.wikidata.org/wiki/Q714886","display_name":"Regular polygon","level":2,"score":0.41722071170806885},{"id":"https://openalex.org/C163716315","wikidata":"https://www.wikidata.org/wiki/Q901177","display_name":"Gaussian","level":2,"score":0.41150087118148804},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.39221906661987305},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3627011179924011},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.33638066053390503},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.10113921761512756},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.06707596778869629},{"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/C153294291","wikidata":"https://www.wikidata.org/wiki/Q25261","display_name":"Meteorology","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C78458016","wikidata":"https://www.wikidata.org/wiki/Q840400","display_name":"Evolutionary biology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1023/a:1012494009640","is_oa":false,"landing_page_url":"https://doi.org/10.1023/a:1012494009640","pdf_url":null,"source":{"id":"https://openalex.org/S62148650","display_name":"Machine Learning","issn_l":"0885-6125","issn":["0885-6125","1573-0565"],"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":"Machine Learning","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Reduced inequalities","id":"https://metadata.un.org/sdg/10","score":0.6100000143051147}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":28,"referenced_works":["https://openalex.org/W740415","https://openalex.org/W1564556749","https://openalex.org/W1567512734","https://openalex.org/W1568892534","https://openalex.org/W1604938182","https://openalex.org/W1657213141","https://openalex.org/W1869391892","https://openalex.org/W2043850729","https://openalex.org/W2098545770","https://openalex.org/W2115438515","https://openalex.org/W2141038809","https://openalex.org/W2142635246","https://openalex.org/W2147993235","https://openalex.org/W2148603752","https://openalex.org/W2149208907","https://openalex.org/W2154087390","https://openalex.org/W2156512439","https://openalex.org/W2156909104","https://openalex.org/W2171343216","https://openalex.org/W2911546748","https://openalex.org/W3119651796","https://openalex.org/W4246580059","https://openalex.org/W4250224875","https://openalex.org/W4298876635","https://openalex.org/W4379510236","https://openalex.org/W6682631133","https://openalex.org/W6926261798","https://openalex.org/W7071374342"],"related_works":["https://openalex.org/W2090763504","https://openalex.org/W2288263127","https://openalex.org/W4394666125","https://openalex.org/W148178222","https://openalex.org/W2104657898","https://openalex.org/W1948992892","https://openalex.org/W1886884218","https://openalex.org/W1964286703","https://openalex.org/W2169866437","https://openalex.org/W3056417032"],"abstract_inverted_index":null,"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":7},{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":5},{"year":2022,"cited_by_count":5},{"year":2021,"cited_by_count":10},{"year":2020,"cited_by_count":5},{"year":2019,"cited_by_count":5},{"year":2018,"cited_by_count":4},{"year":2017,"cited_by_count":7},{"year":2016,"cited_by_count":7},{"year":2015,"cited_by_count":8},{"year":2014,"cited_by_count":7},{"year":2013,"cited_by_count":7},{"year":2012,"cited_by_count":6}],"updated_date":"2026-05-05T08:41:31.759640","created_date":"2016-06-24T00:00:00"}