{"id":"https://openalex.org/W1845696077","doi":"https://doi.org/10.1007/978-3-540-74695-9_15","title":"Comparing Methods for Multi-class Probabilities in Medical Decision Making Using LS-SVMs and Kernel Logistic Regression","display_name":"Comparing Methods for Multi-class Probabilities in Medical Decision Making Using LS-SVMs and Kernel Logistic Regression","publication_year":2007,"publication_date":"2007-01-01","ids":{"openalex":"https://openalex.org/W1845696077","doi":"https://doi.org/10.1007/978-3-540-74695-9_15","mag":"1845696077"},"language":"en","primary_location":{"id":"doi:10.1007/978-3-540-74695-9_15","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-540-74695-9_15","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/A5086320066","display_name":"Ben Van Calster","orcid":"https://orcid.org/0000-0003-1613-7450"},"institutions":[{"id":"https://openalex.org/I99464096","display_name":"KU Leuven","ror":"https://ror.org/05f950310","country_code":"BE","type":"education","lineage":["https://openalex.org/I99464096"]}],"countries":["BE"],"is_corresponding":false,"raw_author_name":"Ben Van Calster","raw_affiliation_strings":["Department of Electrical Engineering (ESAT-SISTA), Katholieke Universiteit Leuven, Kasteelpark Arenberg 10, B-3001, Leuven, Belgium","Department of Electrical Engineering, ESAT-SISTA, Katholieke Universiteit Leuven, Leuven, Belgium"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering (ESAT-SISTA), Katholieke Universiteit Leuven, Kasteelpark Arenberg 10, B-3001, Leuven, Belgium","institution_ids":["https://openalex.org/I99464096"]},{"raw_affiliation_string":"Department of Electrical Engineering, ESAT-SISTA, Katholieke Universiteit Leuven, Leuven, Belgium","institution_ids":["https://openalex.org/I99464096"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5111467437","display_name":"Jan Luts","orcid":null},"institutions":[{"id":"https://openalex.org/I99464096","display_name":"KU Leuven","ror":"https://ror.org/05f950310","country_code":"BE","type":"education","lineage":["https://openalex.org/I99464096"]}],"countries":["BE"],"is_corresponding":false,"raw_author_name":"Jan Luts","raw_affiliation_strings":["Department of Electrical Engineering (ESAT-SISTA), Katholieke Universiteit Leuven, Kasteelpark Arenberg 10, B-3001, Leuven, Belgium","Department of Electrical Engineering, ESAT-SISTA, Katholieke Universiteit Leuven, Leuven, Belgium"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering (ESAT-SISTA), Katholieke Universiteit Leuven, Kasteelpark Arenberg 10, B-3001, Leuven, Belgium","institution_ids":["https://openalex.org/I99464096"]},{"raw_affiliation_string":"Department of Electrical Engineering, ESAT-SISTA, Katholieke Universiteit Leuven, Leuven, Belgium","institution_ids":["https://openalex.org/I99464096"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078854904","display_name":"Johan A. K. Suykens","orcid":"https://orcid.org/0000-0002-8846-6352"},"institutions":[{"id":"https://openalex.org/I99464096","display_name":"KU Leuven","ror":"https://ror.org/05f950310","country_code":"BE","type":"education","lineage":["https://openalex.org/I99464096"]}],"countries":["BE"],"is_corresponding":false,"raw_author_name":"Johan A. K. Suykens","raw_affiliation_strings":["Department of Electrical Engineering (ESAT-SISTA), Katholieke Universiteit Leuven, Kasteelpark Arenberg 10, B-3001, Leuven, Belgium","Department of Electrical Engineering, ESAT-SISTA, Katholieke Universiteit Leuven, Leuven, Belgium"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering (ESAT-SISTA), Katholieke Universiteit Leuven, Kasteelpark Arenberg 10, B-3001, Leuven, Belgium","institution_ids":["https://openalex.org/I99464096"]},{"raw_affiliation_string":"Department of Electrical Engineering, ESAT-SISTA, Katholieke Universiteit Leuven, Leuven, Belgium","institution_ids":["https://openalex.org/I99464096"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5017635038","display_name":"G. Condous","orcid":"https://orcid.org/0000-0003-3858-3080"},"institutions":[{"id":"https://openalex.org/I129604602","display_name":"The University of Sydney","ror":"https://ror.org/0384j8v12","country_code":"AU","type":"education","lineage":["https://openalex.org/I129604602"]},{"id":"https://openalex.org/I2801688508","display_name":"Nepean Hospital","ror":"https://ror.org/03vb6df93","country_code":"AU","type":"healthcare","lineage":["https://openalex.org/I2801688508"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"George Condous","raw_affiliation_strings":["Nepean Hospital, University of Sydney, Sydney, Australia","Nepean Hospital, University of Sydney, Sydney, Australia#TAB#"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Nepean Hospital, University of Sydney, Sydney, Australia","institution_ids":["https://openalex.org/I2801688508","https://openalex.org/I129604602"]},{"raw_affiliation_string":"Nepean Hospital, University of Sydney, Sydney, Australia#TAB#","institution_ids":["https://openalex.org/I2801688508","https://openalex.org/I129604602"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020389365","display_name":"T. Bourne","orcid":"https://orcid.org/0000-0003-1421-6059"},"institutions":[{"id":"https://openalex.org/I1310053265","display_name":"St George's Hospital","ror":"https://ror.org/0001ke483","country_code":"GB","type":"healthcare","lineage":["https://openalex.org/I1310053265","https://openalex.org/I2801196673"]},{"id":"https://openalex.org/I165862685","display_name":"St George's, University of London","ror":"https://ror.org/040f08y74","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I165862685"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Tom Bourne","raw_affiliation_strings":["St Georges Hospital Medical School, London, UK","St Georges Hospital Medical School, London, UK#TAB#"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"St Georges Hospital Medical School, London, UK","institution_ids":["https://openalex.org/I1310053265","https://openalex.org/I165862685"]},{"raw_affiliation_string":"St Georges Hospital Medical School, London, UK#TAB#","institution_ids":["https://openalex.org/I1310053265","https://openalex.org/I165862685"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5002144411","display_name":"D. Timmerman","orcid":"https://orcid.org/0000-0002-3707-6645"},"institutions":[{"id":"https://openalex.org/I99464096","display_name":"KU Leuven","ror":"https://ror.org/05f950310","country_code":"BE","type":"education","lineage":["https://openalex.org/I99464096"]}],"countries":["BE"],"is_corresponding":false,"raw_author_name":"Dirk Timmerman","raw_affiliation_strings":["University Hospitals K.U.Leuven, Leuven, Belgium","University Hospitals K.U. Leuven, Leuven, Belgium#TAB#"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University Hospitals K.U.Leuven, Leuven, Belgium","institution_ids":["https://openalex.org/I99464096"]},{"raw_affiliation_string":"University Hospitals K.U. Leuven, Leuven, Belgium#TAB#","institution_ids":["https://openalex.org/I99464096"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5049055621","display_name":"Sabine Van Huffel","orcid":"https://orcid.org/0000-0001-5939-0996"},"institutions":[{"id":"https://openalex.org/I99464096","display_name":"KU Leuven","ror":"https://ror.org/05f950310","country_code":"BE","type":"education","lineage":["https://openalex.org/I99464096"]}],"countries":["BE"],"is_corresponding":false,"raw_author_name":"Sabine Van Huffel","raw_affiliation_strings":["Department of Electrical Engineering (ESAT-SISTA), Katholieke Universiteit Leuven, Kasteelpark Arenberg 10, B-3001, Leuven, Belgium","Department of Electrical Engineering, ESAT-SISTA, Katholieke Universiteit Leuven, Leuven, Belgium"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering (ESAT-SISTA), Katholieke Universiteit Leuven, Kasteelpark Arenberg 10, B-3001, Leuven, Belgium","institution_ids":["https://openalex.org/I99464096"]},{"raw_affiliation_string":"Department of Electrical Engineering, ESAT-SISTA, Katholieke Universiteit Leuven, Leuven, Belgium","institution_ids":["https://openalex.org/I99464096"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":5000,"currency":"EUR","value_usd":5392},"apc_paid":null,"fwci":0.3339,"has_fulltext":false,"cited_by_count":6,"citation_normalized_percentile":{"value":0.56798329,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":94},"biblio":{"volume":null,"issue":null,"first_page":"139","last_page":"148"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10057","display_name":"Face and Expression Recognition","score":0.9952999949455261,"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":0.9952999949455261,"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/T10640","display_name":"Spectroscopy and Chemometric Analyses","score":0.9940000176429749,"subfield":{"id":"https://openalex.org/subfields/1602","display_name":"Analytical Chemistry"},"field":{"id":"https://openalex.org/fields/16","display_name":"Chemistry"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10876","display_name":"Fault Detection and Control Systems","score":0.992900013923645,"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":0.7580748796463013},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7231143712997437},{"id":"https://openalex.org/keywords/logistic-regression","display_name":"Logistic regression","score":0.6450731754302979},{"id":"https://openalex.org/keywords/kernel","display_name":"Kernel (algebra)","score":0.6190827488899231},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5945404767990112},{"id":"https://openalex.org/keywords/class","display_name":"Class (philosophy)","score":0.5366188287734985},{"id":"https://openalex.org/keywords/least-squares-support-vector-machine","display_name":"Least squares support vector machine","score":0.4962649941444397},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.49268609285354614},{"id":"https://openalex.org/keywords/kernel-method","display_name":"Kernel method","score":0.4879588484764099},{"id":"https://openalex.org/keywords/bayesian-probability","display_name":"Bayesian probability","score":0.4836938977241516},{"id":"https://openalex.org/keywords/binary-classification","display_name":"Binary classification","score":0.4569980502128601},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.44563108682632446},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.24177005887031555}],"concepts":[{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.7580748796463013},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7231143712997437},{"id":"https://openalex.org/C151956035","wikidata":"https://www.wikidata.org/wiki/Q1132755","display_name":"Logistic regression","level":2,"score":0.6450731754302979},{"id":"https://openalex.org/C74193536","wikidata":"https://www.wikidata.org/wiki/Q574844","display_name":"Kernel (algebra)","level":2,"score":0.6190827488899231},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5945404767990112},{"id":"https://openalex.org/C2777212361","wikidata":"https://www.wikidata.org/wiki/Q5127848","display_name":"Class (philosophy)","level":2,"score":0.5366188287734985},{"id":"https://openalex.org/C145828037","wikidata":"https://www.wikidata.org/wiki/Q17086219","display_name":"Least squares support vector machine","level":3,"score":0.4962649941444397},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.49268609285354614},{"id":"https://openalex.org/C122280245","wikidata":"https://www.wikidata.org/wiki/Q620622","display_name":"Kernel method","level":3,"score":0.4879588484764099},{"id":"https://openalex.org/C107673813","wikidata":"https://www.wikidata.org/wiki/Q812534","display_name":"Bayesian probability","level":2,"score":0.4836938977241516},{"id":"https://openalex.org/C66905080","wikidata":"https://www.wikidata.org/wiki/Q17005494","display_name":"Binary classification","level":3,"score":0.4569980502128601},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.44563108682632446},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.24177005887031555},{"id":"https://openalex.org/C114614502","wikidata":"https://www.wikidata.org/wiki/Q76592","display_name":"Combinatorics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/978-3-540-74695-9_15","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-540-74695-9_15","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":[{"display_name":"Peace, Justice and strong institutions","score":0.7099999785423279,"id":"https://metadata.un.org/sdg/16"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":28,"referenced_works":["https://openalex.org/W146900863","https://openalex.org/W1496317909","https://openalex.org/W1498268535","https://openalex.org/W1510526001","https://openalex.org/W1549656520","https://openalex.org/W1596717185","https://openalex.org/W1618905105","https://openalex.org/W1680392829","https://openalex.org/W2012942264","https://openalex.org/W2016511206","https://openalex.org/W2019575783","https://openalex.org/W2029279587","https://openalex.org/W2043182541","https://openalex.org/W2056983531","https://openalex.org/W2069289333","https://openalex.org/W2101276256","https://openalex.org/W2102371025","https://openalex.org/W2106261996","https://openalex.org/W2107496976","https://openalex.org/W2110464191","https://openalex.org/W2112978490","https://openalex.org/W2139701068","https://openalex.org/W2148771442","https://openalex.org/W2157825442","https://openalex.org/W2167477483","https://openalex.org/W2242486065","https://openalex.org/W4244577065","https://openalex.org/W4285719527"],"related_works":["https://openalex.org/W2089892314","https://openalex.org/W1603091392","https://openalex.org/W4386075310","https://openalex.org/W2169565408","https://openalex.org/W2127229869","https://openalex.org/W3123056048","https://openalex.org/W2150638158","https://openalex.org/W2121506664","https://openalex.org/W2169520161","https://openalex.org/W2913522741"],"abstract_inverted_index":null,"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":1},{"year":2020,"cited_by_count":1},{"year":2018,"cited_by_count":1},{"year":2015,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
