{"id":"https://openalex.org/W2052046927","doi":"https://doi.org/10.1109/tpami.2014.2327984","title":"Multi-Class Supervised Novelty Detection","display_name":"Multi-Class Supervised Novelty Detection","publication_year":2014,"publication_date":"2014-06-03","ids":{"openalex":"https://openalex.org/W2052046927","doi":"https://doi.org/10.1109/tpami.2014.2327984","mag":"2052046927","pmid":"https://pubmed.ncbi.nlm.nih.gov/26353154"},"language":"en","primary_location":{"id":"doi:10.1109/tpami.2014.2327984","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tpami.2014.2327984","pdf_url":null,"source":{"id":"https://openalex.org/S199944782","display_name":"IEEE Transactions on Pattern Analysis and Machine Intelligence","issn_l":"0162-8828","issn":["0162-8828","1939-3539","2160-9292"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320439","host_organization_name":"IEEE Computer Society","host_organization_lineage":["https://openalex.org/P4310320439","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Computer Society","Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Pattern Analysis and Machine Intelligence","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://lirias.kuleuven.be/handle/123456789/458432","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5005357018","display_name":"Vilen Jumutc","orcid":"https://orcid.org/0000-0003-4771-2411"},"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":"Vilen Jumutc","raw_affiliation_strings":["Department of Electrical Engineering (ESAT-SCD-SISTA), Katholieke Universiteit Leuven, Kasteelpark Arenberg 10, B-3001 Heverlee, Leuven, Belgium","Department of Electrical Engineering, ESAT-SCD-SISTA, Katholieke Universiteit Leuven, Kasteelpark Arenberg 10, B-3001 Heverlee (Leuven), Belgium"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering (ESAT-SCD-SISTA), Katholieke Universiteit Leuven, Kasteelpark Arenberg 10, B-3001 Heverlee, Leuven, Belgium","institution_ids":["https://openalex.org/I99464096"]},{"raw_affiliation_string":"Department of Electrical Engineering, ESAT-SCD-SISTA, Katholieke Universiteit Leuven, Kasteelpark Arenberg 10, B-3001 Heverlee (Leuven), Belgium","institution_ids":["https://openalex.org/I99464096"]}]},{"author_position":"last","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-SCD-SISTA), Katholieke Universiteit Leuven, Kasteelpark Arenberg 10, B-3001 Heverlee, Leuven, Belgium","Department of Electrical Engineering, ESAT-SCD-SISTA, Katholieke Universiteit Leuven, Kasteelpark Arenberg 10, B-3001 Heverlee (Leuven), Belgium"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering (ESAT-SCD-SISTA), Katholieke Universiteit Leuven, Kasteelpark Arenberg 10, B-3001 Heverlee, Leuven, Belgium","institution_ids":["https://openalex.org/I99464096"]},{"raw_affiliation_string":"Department of Electrical Engineering, ESAT-SCD-SISTA, Katholieke Universiteit Leuven, Kasteelpark Arenberg 10, B-3001 Heverlee (Leuven), Belgium","institution_ids":["https://openalex.org/I99464096"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":6.7666,"has_fulltext":false,"cited_by_count":54,"citation_normalized_percentile":{"value":0.96765127,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":"36","issue":"12","first_page":"2510","last_page":"2523"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9995999932289124,"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/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9995999932289124,"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/T11819","display_name":"Data-Driven Disease Surveillance","score":0.9843000173568726,"subfield":{"id":"https://openalex.org/subfields/2713","display_name":"Epidemiology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T12205","display_name":"Time Series Analysis and Forecasting","score":0.9690999984741211,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/artificial-intelligence","display_name":"Artificial intelligence","score":0.6942206621170044},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6773868799209595},{"id":"https://openalex.org/keywords/novelty-detection","display_name":"Novelty detection","score":0.6699844002723694},{"id":"https://openalex.org/keywords/class","display_name":"Class (philosophy)","score":0.5914444327354431},{"id":"https://openalex.org/keywords/novelty","display_name":"Novelty","score":0.5127611756324768},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.494928777217865},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.40893033146858215},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.08935374021530151}],"concepts":[{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6942206621170044},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6773868799209595},{"id":"https://openalex.org/C2778924833","wikidata":"https://www.wikidata.org/wiki/Q7064603","display_name":"Novelty detection","level":3,"score":0.6699844002723694},{"id":"https://openalex.org/C2777212361","wikidata":"https://www.wikidata.org/wiki/Q5127848","display_name":"Class (philosophy)","level":2,"score":0.5914444327354431},{"id":"https://openalex.org/C2778738651","wikidata":"https://www.wikidata.org/wiki/Q16546687","display_name":"Novelty","level":2,"score":0.5127611756324768},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.494928777217865},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.40893033146858215},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.08935374021530151},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/tpami.2014.2327984","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tpami.2014.2327984","pdf_url":null,"source":{"id":"https://openalex.org/S199944782","display_name":"IEEE Transactions on Pattern Analysis and Machine Intelligence","issn_l":"0162-8828","issn":["0162-8828","1939-3539","2160-9292"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320439","host_organization_name":"IEEE Computer Society","host_organization_lineage":["https://openalex.org/P4310320439","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Computer Society","Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Pattern Analysis and Machine Intelligence","raw_type":"journal-article"},{"id":"pmid:26353154","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/26353154","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE transactions on pattern analysis and machine intelligence","raw_type":null},{"id":"pmh:oai:lirias2repo.kuleuven.be:123456789/458432","is_oa":true,"landing_page_url":"https://lirias.kuleuven.be/handle/123456789/458432","pdf_url":null,"source":{"id":"https://openalex.org/S4306401954","display_name":"Lirias (KU Leuven)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I99464096","host_organization_name":"KU Leuven","host_organization_lineage":["https://openalex.org/I99464096"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 36 (12), (2510-2523)","raw_type":"info:eu-repo/semantics/publishedVersion"}],"best_oa_location":{"id":"pmh:oai:lirias2repo.kuleuven.be:123456789/458432","is_oa":true,"landing_page_url":"https://lirias.kuleuven.be/handle/123456789/458432","pdf_url":null,"source":{"id":"https://openalex.org/S4306401954","display_name":"Lirias (KU Leuven)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I99464096","host_organization_name":"KU Leuven","host_organization_lineage":["https://openalex.org/I99464096"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 36 (12), (2510-2523)","raw_type":"info:eu-repo/semantics/publishedVersion"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/16","display_name":"Peace, Justice and strong institutions","score":0.75}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":43,"referenced_works":["https://openalex.org/W2946484","https://openalex.org/W149581298","https://openalex.org/W1512098439","https://openalex.org/W1596717185","https://openalex.org/W1604938182","https://openalex.org/W1664825283","https://openalex.org/W1966135189","https://openalex.org/W1970088130","https://openalex.org/W1973412776","https://openalex.org/W1976491072","https://openalex.org/W1978996791","https://openalex.org/W2035720976","https://openalex.org/W2042790056","https://openalex.org/W2045045161","https://openalex.org/W2049633694","https://openalex.org/W2074368722","https://openalex.org/W2076346323","https://openalex.org/W2087347434","https://openalex.org/W2104290444","https://openalex.org/W2112545207","https://openalex.org/W2123871098","https://openalex.org/W2125993116","https://openalex.org/W2126652588","https://openalex.org/W2132870739","https://openalex.org/W2140475713","https://openalex.org/W2142623206","https://openalex.org/W2153635508","https://openalex.org/W2161920802","https://openalex.org/W2167717760","https://openalex.org/W2169713291","https://openalex.org/W2171074980","https://openalex.org/W2997701990","https://openalex.org/W3003808604","https://openalex.org/W3018189936","https://openalex.org/W3120740533","https://openalex.org/W4241028415","https://openalex.org/W4285719527","https://openalex.org/W6606065192","https://openalex.org/W6630527977","https://openalex.org/W6637179743","https://openalex.org/W6675747103","https://openalex.org/W6678767255","https://openalex.org/W6684957177"],"related_works":["https://openalex.org/W2064636555","https://openalex.org/W2585503716","https://openalex.org/W1939982668","https://openalex.org/W2105014086","https://openalex.org/W2076090200","https://openalex.org/W3025682415","https://openalex.org/W2081173909","https://openalex.org/W4389009659","https://openalex.org/W198251434","https://openalex.org/W4312933423"],"abstract_inverted_index":{"In":[0],"this":[1,40,65],"paper":[2,179],"we":[3,118,137,154],"study":[4],"the":[5,16,44,58,98,108,114,124,134,184,190],"problem":[6,99],"of":[7,11,18,54,72,100,110,133,189],"finding":[8,101],"a":[9,33,52,69,85,90,102,111,129,139,145,156],"support":[10,59,112],"unknown":[12],"high-dimensional":[13],"distributions":[14,55],"in":[15,123,144,194],"presence":[17],"labeling":[19],"information,":[20],"called":[21],"Supervised":[22],"Novelty":[23],"Detection":[24],"(SND).":[25],"The":[26],"One-Class":[27],"Support":[28],"Vector":[29],"Machine":[30],"(SVM)":[31],"is":[32,48],"widely":[34],"used":[35],"kernel-based":[36],"technique":[37],"to":[38,50,77],"address":[39,64],"problem.":[41,135],"However":[42],"with":[43,113,163,180],"latter":[45],"approach":[46,78],"it":[47],"difficult":[49],"model":[51],"mixture":[53],"from":[56,84],"which":[57,75,96,142,148,159],"might":[60],"be":[61,169],"constituted.":[62],"We":[63,88,176],"issue":[66],"by":[67,171],"presenting":[68],"new":[70,86,91],"class":[71],"SVM-like":[73],"algorithms":[74],"help":[76],"multi-class":[79],"classification":[80,195],"and":[81,126,186,196],"novelty":[82,197],"detection":[83,198],"perspective.":[87],"introduce":[89],"coupling":[92],"term":[93],"between":[94],"classes":[95],"leverages":[97],"good":[103],"decision":[104],"boundary":[105],"while":[106],"preserving":[107],"compactness":[109],"l2-norm":[115],"penalty.":[116],"First":[117],"present":[119],"our":[120,178],"optimization":[121],"objective":[122],"primal":[125],"then":[127],"derive":[128,155],"dual":[130],"QP":[131,174],"formulation":[132,141,158],"Next":[136],"propose":[138],"Least-Squares":[140],"results":[143],"linear":[146],"system":[147],"drastically":[149],"reduces":[150],"computational":[151],"costs.":[152],"Finally":[153],"Pegasos-based":[157],"can":[160],"effectively":[161],"cope":[162],"large":[164],"data":[165],"sets":[166],"that":[167,182],"cannot":[168],"handled":[170],"many":[172],"existing":[173],"solvers.":[175],"complete":[177],"experiments":[181],"validate":[183],"usefulness":[185],"practical":[187],"importance":[188],"proposed":[191],"methods":[192],"both":[193],"settings.":[199]},"counts_by_year":[{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":5},{"year":2022,"cited_by_count":9},{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":9},{"year":2019,"cited_by_count":4},{"year":2018,"cited_by_count":3},{"year":2017,"cited_by_count":9},{"year":2016,"cited_by_count":4},{"year":2015,"cited_by_count":2},{"year":2014,"cited_by_count":1},{"year":2013,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}