{"id":"https://openalex.org/W1985749559","doi":"https://doi.org/10.1109/tr.2014.2315911","title":"Probabilistic Novelty Detection With Support Vector Machines","display_name":"Probabilistic Novelty Detection With Support Vector Machines","publication_year":2014,"publication_date":"2014-04-10","ids":{"openalex":"https://openalex.org/W1985749559","doi":"https://doi.org/10.1109/tr.2014.2315911","mag":"1985749559"},"language":"en","primary_location":{"is_oa":false,"landing_page_url":"https://doi.org/10.1109/tr.2014.2315911","pdf_url":null,"source":{"id":"https://openalex.org/S87725633","display_name":"IEEE Transactions on Reliability","issn_l":"0018-9529","issn":["0018-9529","1558-1721"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false},"type":"article","type_crossref":"journal-article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://pure.manchester.ac.uk/ws/files/24651002/POST-PEER-REVIEW-NON-PUBLISHERS.PDF","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5055138562","display_name":"Lei Clifton","orcid":"https://orcid.org/0000-0001-5595-8468"},"institutions":[{"id":"https://openalex.org/I40120149","display_name":"University of Oxford","ror":"https://ror.org/052gg0110","country_code":"GB","type":"education","lineage":["https://openalex.org/I40120149"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Lei Clifton","raw_affiliation_strings":["Institute of Biomedical Engineering, Department of Engineering Science, University of Oxford, Oxford, UK#TAB#"],"affiliations":[{"raw_affiliation_string":"Institute of Biomedical Engineering, Department of Engineering Science, University of Oxford, Oxford, UK#TAB#","institution_ids":["https://openalex.org/I40120149"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040302008","display_name":"David A. Clifton","orcid":"https://orcid.org/0000-0002-9848-8555"},"institutions":[{"id":"https://openalex.org/I40120149","display_name":"University of Oxford","ror":"https://ror.org/052gg0110","country_code":"GB","type":"education","lineage":["https://openalex.org/I40120149"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"David A. Clifton","raw_affiliation_strings":["Institute of Biomedical Engineering, Department of Engineering Science, University of Oxford, Oxford, UK#TAB#"],"affiliations":[{"raw_affiliation_string":"Institute of Biomedical Engineering, Department of Engineering Science, University of Oxford, Oxford, UK#TAB#","institution_ids":["https://openalex.org/I40120149"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100731925","display_name":"Yang Zhang","orcid":"https://orcid.org/0000-0002-4039-904X"},"institutions":[{"id":"https://openalex.org/I91136226","display_name":"University of Sheffield","ror":"https://ror.org/05krs5044","country_code":"GB","type":"education","lineage":["https://openalex.org/I91136226"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Yang Zhang","raw_affiliation_strings":["Department of Mechanical Engineering University of Sheffield Sheffield UK"],"affiliations":[{"raw_affiliation_string":"Department of Mechanical Engineering University of Sheffield Sheffield UK","institution_ids":["https://openalex.org/I91136226"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5013117957","display_name":"Peter Watkinson","orcid":"https://orcid.org/0000-0003-1023-3927"},"institutions":[{"id":"https://openalex.org/I40120149","display_name":"University of Oxford","ror":"https://ror.org/052gg0110","country_code":"GB","type":"education","lineage":["https://openalex.org/I40120149"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Peter Watkinson","raw_affiliation_strings":["Nuffield Department of Clinical Neurosciences; University of Oxford; Oxford, UK."],"affiliations":[{"raw_affiliation_string":"Nuffield Department of Clinical Neurosciences; University of Oxford; Oxford, UK.","institution_ids":["https://openalex.org/I40120149"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5074311458","display_name":"Lionel Tarassenko","orcid":"https://orcid.org/0000-0002-0118-1646"},"institutions":[{"id":"https://openalex.org/I40120149","display_name":"University of Oxford","ror":"https://ror.org/052gg0110","country_code":"GB","type":"education","lineage":["https://openalex.org/I40120149"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Lionel Tarassenko","raw_affiliation_strings":["Institute of Biomedical Engineering, Department of Engineering Science, University of Oxford, Oxford, UK#TAB#"],"affiliations":[{"raw_affiliation_string":"Institute of Biomedical Engineering, Department of Engineering Science, University of Oxford, Oxford, UK#TAB#","institution_ids":["https://openalex.org/I40120149"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5055149475","display_name":"Hujun Yin","orcid":"https://orcid.org/0000-0002-9198-5401"},"institutions":[{"id":"https://openalex.org/I28407311","display_name":"University of Manchester","ror":"https://ror.org/027m9bs27","country_code":"GB","type":"education","lineage":["https://openalex.org/I28407311"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Hujun Yin","raw_affiliation_strings":["School of Electrical and Electronic Engineering University of Manchester Manchester, UK"],"affiliations":[{"raw_affiliation_string":"School of Electrical and Electronic Engineering University of Manchester Manchester, UK","institution_ids":["https://openalex.org/I28407311"]}]}],"institution_assertions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":6.939,"has_fulltext":true,"fulltext_origin":"pdf","cited_by_count":48,"citation_normalized_percentile":{"value":0.934424,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":95,"max":96},"biblio":{"volume":"63","issue":"2","first_page":"455","last_page":"467"},"is_retracted":false,"is_paratext":false,"primary_topic":{"id":"https://openalex.org/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9998,"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":0.9998,"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/T12205","display_name":"Time Series Analysis and Forecasting","score":0.9926,"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"}},{"id":"https://openalex.org/T10876","display_name":"Fault Detection and Control Systems","score":0.9552,"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/novelty-detection","display_name":"Novelty Detection","score":0.8725833}],"concepts":[{"id":"https://openalex.org/C2778924833","wikidata":"https://www.wikidata.org/wiki/Q7064603","display_name":"Novelty detection","level":3,"score":0.8725833},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.85533524},{"id":"https://openalex.org/C49937458","wikidata":"https://www.wikidata.org/wiki/Q2599292","display_name":"Probabilistic logic","level":2,"score":0.8040101},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6198536},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5791322},{"id":"https://openalex.org/C2778738651","wikidata":"https://www.wikidata.org/wiki/Q16546687","display_name":"Novelty","level":2,"score":0.5362002},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.53414696},{"id":"https://openalex.org/C2777212361","wikidata":"https://www.wikidata.org/wiki/Q5127848","display_name":"Class (philosophy)","level":2,"score":0.43624088},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.39440778},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.32977566},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C27206212","wikidata":"https://www.wikidata.org/wiki/Q34178","display_name":"Theology","level":1,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"is_oa":false,"landing_page_url":"https://doi.org/10.1109/tr.2014.2315911","pdf_url":null,"source":{"id":"https://openalex.org/S87725633","display_name":"IEEE Transactions on Reliability","issn_l":"0018-9529","issn":["0018-9529","1558-1721"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false},{"is_oa":true,"landing_page_url":"https://pure.manchester.ac.uk/ws/files/24651002/POST-PEER-REVIEW-NON-PUBLISHERS.PDF","pdf_url":"https://pure.manchester.ac.uk/ws/files/24651002/POST-PEER-REVIEW-NON-PUBLISHERS.PDF","source":{"id":"https://openalex.org/S4306400662","display_name":"Research Explorer (The University of Manchester)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I28407311","host_organization_name":"University of Manchester","host_organization_lineage":["https://openalex.org/I28407311"],"host_organization_lineage_names":["University of Manchester"],"type":"repository"},"license":"mit","license_id":"https://openalex.org/licenses/mit","version":"publishedVersion","is_accepted":true,"is_published":true},{"is_oa":true,"landing_page_url":"https://www.research.manchester.ac.uk/portal/en/publications/probabilistic-novelty-detection-with-support-vector-machines(33bed60a-9882-46b5-b48b-e9580eea0483).html","pdf_url":"https://research.manchester.ac.uk/files/24651002/POST-PEER-REVIEW-NON-PUBLISHERS.PDF","source":{"id":"https://openalex.org/S4306400662","display_name":"Research Explorer (The University of Manchester)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I28407311","host_organization_name":"University of Manchester","host_organization_lineage":["https://openalex.org/I28407311"],"host_organization_lineage_names":["University of Manchester"],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"publishedVersion","is_accepted":true,"is_published":true},{"is_oa":true,"landing_page_url":"https://ora.ox.ac.uk/objects/uuid:3cf37979-a4ac-4b47-8ad1-501f63acc8a0","pdf_url":"https://ora.ox.ac.uk/objects/uuid:3cf37979-a4ac-4b47-8ad1-501f63acc8a0/files/ma006a5380bd085da53e37ec5de1035a2","source":{"id":"https://openalex.org/S4306402636","display_name":"Oxford University Research Archive (ORA) (University of Oxford)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I40120149","host_organization_name":"University of Oxford","host_organization_lineage":["https://openalex.org/I40120149"],"host_organization_lineage_names":["University of Oxford"],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false}],"best_oa_location":{"is_oa":true,"landing_page_url":"https://pure.manchester.ac.uk/ws/files/24651002/POST-PEER-REVIEW-NON-PUBLISHERS.PDF","pdf_url":"https://pure.manchester.ac.uk/ws/files/24651002/POST-PEER-REVIEW-NON-PUBLISHERS.PDF","source":{"id":"https://openalex.org/S4306400662","display_name":"Research Explorer (The University of Manchester)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I28407311","host_organization_name":"University of Manchester","host_organization_lineage":["https://openalex.org/I28407311"],"host_organization_lineage_names":["University of Manchester"],"type":"repository"},"license":"mit","license_id":"https://openalex.org/licenses/mit","version":"publishedVersion","is_accepted":true,"is_published":true},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/9","score":0.41,"display_name":"Industry, innovation and infrastructure"}],"grants":[],"datasets":[],"versions":[],"referenced_works_count":50,"referenced_works":["https://openalex.org/W1480376833","https://openalex.org/W1499399937","https://openalex.org/W1506281249","https://openalex.org/W1527858862","https://openalex.org/W1544324307","https://openalex.org/W1546713981","https://openalex.org/W1567217660","https://openalex.org/W156870914","https://openalex.org/W157064101","https://openalex.org/W1592753633","https://openalex.org/W1598033630","https://openalex.org/W1599263113","https://openalex.org/W1618905105","https://openalex.org/W1965102691","https://openalex.org/W2002971490","https://openalex.org/W2006711836","https://openalex.org/W2012942264","https://openalex.org/W2056983531","https://openalex.org/W2077638949","https://openalex.org/W2081458210","https://openalex.org/W2098824882","https://openalex.org/W2098914003","https://openalex.org/W2100294832","https://openalex.org/W2102511295","https://openalex.org/W2103872474","https://openalex.org/W2104956067","https://openalex.org/W2107190016","https://openalex.org/W2115438515","https://openalex.org/W2118717359","https://openalex.org/W2118938609","https://openalex.org/W2123098109","https://openalex.org/W2123958887","https://openalex.org/W2125951032","https://openalex.org/W2130652100","https://openalex.org/W2132870739","https://openalex.org/W2132984323","https://openalex.org/W2139212933","https://openalex.org/W2140839819","https://openalex.org/W2151208049","https://openalex.org/W2153477625","https://openalex.org/W2156909104","https://openalex.org/W2158275940","https://openalex.org/W2160767978","https://openalex.org/W2787894218","https://openalex.org/W350551562","https://openalex.org/W4230674625","https://openalex.org/W4239875977","https://openalex.org/W4240338048","https://openalex.org/W4243150419","https://openalex.org/W78312103"],"related_works":["https://openalex.org/W3106061132","https://openalex.org/W3013515612","https://openalex.org/W2390434506","https://openalex.org/W2345184372","https://openalex.org/W2187500075","https://openalex.org/W2136184105","https://openalex.org/W2084551578","https://openalex.org/W2072135972","https://openalex.org/W1985749559","https://openalex.org/W1963879329"],"abstract_inverted_index":{"Novelty":[0],"detection,":[1,53],"or":[2],"one-class":[3,70,132,162,170],"classification,":[4],"is":[5,56,87],"of":[6,12,18,27,29,50,119,126,150,153,179],"particular":[7],"use":[8,60],"in":[9,15,22,142,168,186,189],"the":[10,25,69,90,104,108,124,148,151,154,160],"analysis":[11],"high-integrity":[13,181],"systems,":[14],"which":[16,169],"examples":[17,28],"failure":[19],"are":[20,46,122,173],"rare":[21],"comparison":[23,158],"with":[24,84],"number":[26],"stable":[30],"behaviour,":[31],"such":[32,134],"that":[33,135],"a":[34,47,61,113,127,143,180],"conventional":[35,57,105,161],"multi-class":[36,85],"classification":[37],"approach":[38,99],"cannot":[39],"be":[40,140],"taken.":[41],"Support":[42],"Vector":[43],"Machines":[44],"(SVMs)":[45],"popular":[48],"means":[49],"performing":[51],"novelty":[52,115,137],"and":[54,72,146,185],"it":[55],"practice":[58],"to":[59,67,88,110,159,175],"train-validate-test":[62],"approach,":[63],"often":[64],"involving":[65],"cross-validation,":[66],"train":[68],"SVM,":[71],"then":[73],"select":[74,111],"appropriate":[75],"values":[76],"for":[77,131],"its":[78],"parameters.":[79],"An":[80],"alternative":[81],"method,":[82,106],"used":[83,174],"SVMs,":[86,133],"calibrate":[89],"SVM":[91,163],"output":[92],"into":[93],"conditional":[94],"class":[95],"probabilities.":[96],"A":[97],"probabilistic":[98,114,128,144,171],"offers":[100],"many":[101],"advantages":[102,152],"over":[103],"including":[107],"facility":[109],"automatically":[112],"threshold.":[116],"The":[117],"contributions":[118],"this":[120],"paper":[121],"(i)":[123],"development":[125],"calibration":[129],"technique":[130],"on-line":[136],"detection":[138],"may":[139],"performed":[141],"manner;":[145],"(ii)":[147],"demonstration":[149],"proposed":[155],"method":[156],"(in":[157],"methodology)":[164],"using":[165],"case":[166],"studies,":[167],"SVMs":[172],"perform":[176],"condition":[177,192],"monitoring":[178],"industrial":[182],"combustion":[183],"plant,":[184],"detecting":[187],"deterioration":[188],"patient":[190,194],"physiological":[191],"during":[193],"vital-sign":[195],"monitoring.":[196]},"cited_by_api_url":"https://api.openalex.org/works?filter=cites:W1985749559","counts_by_year":[{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":4},{"year":2020,"cited_by_count":7},{"year":2019,"cited_by_count":5},{"year":2018,"cited_by_count":6},{"year":2017,"cited_by_count":6},{"year":2016,"cited_by_count":9},{"year":2015,"cited_by_count":6}],"updated_date":"2024-12-10T01:54:18.604613","created_date":"2016-06-24"}