{"id":"https://openalex.org/W2116025399","doi":"https://doi.org/10.1109/avss.2007.4425296","title":"Improved One-class SVM Classifier for Sounds Classification","display_name":"Improved One-class SVM Classifier for Sounds Classification","publication_year":2007,"publication_date":"2007-09-01","ids":{"openalex":"https://openalex.org/W2116025399","doi":"https://doi.org/10.1109/avss.2007.4425296","mag":"2116025399"},"language":"en","primary_location":{"is_oa":false,"landing_page_url":"https://doi.org/10.1109/avss.2007.4425296","pdf_url":null,"source":null,"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false},"type":"preprint","type_crossref":"proceedings-article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://centralesupelec.hal.science/hal-00259027/document","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5109874414","display_name":"Asma Rabaoui","orcid":null},"institutions":[{"id":"https://openalex.org/I4210131288","display_name":"National Engineering School of Tunis","ror":"https://ror.org/03b1zjt31","country_code":"TN","type":"education","lineage":["https://openalex.org/I4210131288","https://openalex.org/I63596082"]}],"countries":["TN"],"is_corresponding":false,"raw_author_name":"A. Rabaoui","raw_affiliation_strings":["Unit\u00e9 de recherche Signal, Image et Reconnaissance des formes, ENIT, BP 37, Campus Universitaire, 1002 le Belv\u00e9d\u00e8re, Tunis Tunisia#TAB#"],"affiliations":[{"raw_affiliation_string":"Unit\u00e9 de recherche Signal, Image et Reconnaissance des formes, ENIT, BP 37, Campus Universitaire, 1002 le Belv\u00e9d\u00e8re, Tunis Tunisia#TAB#","institution_ids":["https://openalex.org/I4210131288"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024986514","display_name":"Manuel Davy","orcid":null},"institutions":[{"id":"https://openalex.org/I1326498283","display_name":"Institut national de recherche en informatique et en automatique","ror":"https://ror.org/02kvxyf05","country_code":"FR","type":"government","lineage":["https://openalex.org/I1326498283"]},{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"M. Davy","raw_affiliation_strings":["LAGIS, UMR CNRS 8146, and INRIA SequeL Team, BP 48, Cit\u00e9 Scientifique, 59651 Villeneuve d'Ascq Cedex, Lille France"],"affiliations":[{"raw_affiliation_string":"LAGIS, UMR CNRS 8146, and INRIA SequeL Team, BP 48, Cit\u00e9 Scientifique, 59651 Villeneuve d'Ascq Cedex, Lille France","institution_ids":["https://openalex.org/I1326498283","https://openalex.org/I1294671590"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5064765541","display_name":"St\u00e9phane Rossignol","orcid":"https://orcid.org/0000-0002-3077-6411"},"institutions":[{"id":"https://openalex.org/I1326498283","display_name":"Institut national de recherche en informatique et en automatique","ror":"https://ror.org/02kvxyf05","country_code":"FR","type":"government","lineage":["https://openalex.org/I1326498283"]},{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"S. Rossignol","raw_affiliation_strings":["LAGIS, UMR CNRS 8146, and INRIA SequeL Team, BP 48, Cit\u00e9 Scientifique, 59651 Villeneuve d'Ascq Cedex, Lille France"],"affiliations":[{"raw_affiliation_string":"LAGIS, UMR CNRS 8146, and INRIA SequeL Team, BP 48, Cit\u00e9 Scientifique, 59651 Villeneuve d'Ascq Cedex, Lille France","institution_ids":["https://openalex.org/I1326498283","https://openalex.org/I1294671590"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5063621759","display_name":"Zied Lachiri","orcid":"https://orcid.org/0000-0002-1289-5089"},"institutions":[{"id":"https://openalex.org/I4210131288","display_name":"National Engineering School of Tunis","ror":"https://ror.org/03b1zjt31","country_code":"TN","type":"education","lineage":["https://openalex.org/I4210131288","https://openalex.org/I63596082"]}],"countries":["TN"],"is_corresponding":false,"raw_author_name":"Z. Lachiri","raw_affiliation_strings":["Unit\u00e9 de recherche Signal, Image et Reconnaissance des formes, ENIT, BP 37, Campus Universitaire, 1002 le Belv\u00e9d\u00e8re, Tunis Tunisia#TAB#"],"affiliations":[{"raw_affiliation_string":"Unit\u00e9 de recherche Signal, Image et Reconnaissance des formes, ENIT, BP 37, Campus Universitaire, 1002 le Belv\u00e9d\u00e8re, Tunis Tunisia#TAB#","institution_ids":["https://openalex.org/I4210131288"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5081557386","display_name":"Noureddine Ellouze","orcid":"https://orcid.org/0000-0003-0421-0278"},"institutions":[{"id":"https://openalex.org/I4210131288","display_name":"National Engineering School of Tunis","ror":"https://ror.org/03b1zjt31","country_code":"TN","type":"education","lineage":["https://openalex.org/I4210131288","https://openalex.org/I63596082"]}],"countries":["TN"],"is_corresponding":false,"raw_author_name":"N. Ellouze","raw_affiliation_strings":["Unit\u00e9 de recherche Signal, Image et Reconnaissance des formes, ENIT, BP 37, Campus Universitaire, 1002 le Belv\u00e9d\u00e8re, Tunis Tunisia#TAB#"],"affiliations":[{"raw_affiliation_string":"Unit\u00e9 de recherche Signal, Image et Reconnaissance des formes, ENIT, BP 37, Campus Universitaire, 1002 le Belv\u00e9d\u00e8re, Tunis Tunisia#TAB#","institution_ids":["https://openalex.org/I4210131288"]}]}],"institution_assertions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":true,"fulltext_origin":"pdf","cited_by_count":42,"citation_normalized_percentile":{"value":0.989492,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":92,"max":93},"biblio":{"volume":null,"issue":null,"first_page":"117","last_page":"122"},"is_retracted":false,"is_paratext":false,"primary_topic":{"id":"https://openalex.org/T11220","display_name":"Design and Management of Water Distribution Networks","score":0.9976,"subfield":{"id":"https://openalex.org/subfields/2205","display_name":"Civil and Structural Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11220","display_name":"Design and Management of Water Distribution Networks","score":0.9976,"subfield":{"id":"https://openalex.org/subfields/2205","display_name":"Civil and Structural 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/T11309","display_name":"Audio Signal Classification and Analysis","score":0.9902,"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/T11512","display_name":"Anomaly Detection in High-Dimensional Data","score":0.986,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/discriminative-model","display_name":"Discriminative model","score":0.7531103},{"id":"https://openalex.org/keywords/environmental-sound-recognition","display_name":"Environmental Sound Recognition","score":0.572467},{"id":"https://openalex.org/keywords/audio-signal-classification","display_name":"Audio Signal Classification","score":0.543901},{"id":"https://openalex.org/keywords/audio-event-detection","display_name":"Audio Event Detection","score":0.533902},{"id":"https://openalex.org/keywords/acoustic-scene-classification","display_name":"Acoustic Scene Classification","score":0.527553},{"id":"https://openalex.org/keywords/kernel","display_name":"Kernel (algebra)","score":0.5070219},{"id":"https://openalex.org/keywords/optimization","display_name":"Optimization","score":0.502493}],"concepts":[{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.8432582},{"id":"https://openalex.org/C97931131","wikidata":"https://www.wikidata.org/wiki/Q5282087","display_name":"Discriminative model","level":2,"score":0.7531103},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7436239},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.67902327},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.6701143},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.6382344},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5132792},{"id":"https://openalex.org/C74193536","wikidata":"https://www.wikidata.org/wiki/Q574844","display_name":"Kernel (algebra)","level":2,"score":0.5070219},{"id":"https://openalex.org/C163716315","wikidata":"https://www.wikidata.org/wiki/Q901177","display_name":"Gaussian","level":2,"score":0.4560984},{"id":"https://openalex.org/C125168437","wikidata":"https://www.wikidata.org/wiki/Q7625184","display_name":"Structured support vector machine","level":3,"score":0.43147355},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.36303052},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.13791707},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"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/C114614502","wikidata":"https://www.wikidata.org/wiki/Q76592","display_name":"Combinatorics","level":1,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"is_oa":false,"landing_page_url":"https://doi.org/10.1109/avss.2007.4425296","pdf_url":null,"source":null,"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false},{"is_oa":true,"landing_page_url":"https://hal-supelec.archives-ouvertes.fr/hal-00259027","pdf_url":"https://centralesupelec.hal.science/hal-00259027/document","source":{"id":"https://openalex.org/S4306402512","display_name":"HAL (Le Centre pour la Communication Scientifique Directe)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1294671590","host_organization_name":"Centre National de la Recherche Scientifique","host_organization_lineage":["https://openalex.org/I1294671590"],"host_organization_lineage_names":["Centre National de la Recherche Scientifique"],"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://hal-supelec.archives-ouvertes.fr/hal-00259027/file/1569036413.pdf","pdf_url":"https://hal-supelec.archives-ouvertes.fr/hal-00259027/file/1569036413.pdf","source":{"id":"https://openalex.org/S4306402512","display_name":"HAL (Le Centre pour la Communication Scientifique Directe)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1294671590","host_organization_name":"Centre National de la Recherche Scientifique","host_organization_lineage":["https://openalex.org/I1294671590"],"host_organization_lineage_names":["Centre National de la Recherche Scientifique"],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true},{"is_oa":true,"landing_page_url":"https://hal-supelec.archives-ouvertes.fr/hal-00259027/document","pdf_url":"https://hal-supelec.archives-ouvertes.fr/hal-00259027/document","source":{"id":"https://openalex.org/S4306402512","display_name":"HAL (Le Centre pour la Communication Scientifique Directe)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1294671590","host_organization_name":"Centre National de la Recherche Scientifique","host_organization_lineage":["https://openalex.org/I1294671590"],"host_organization_lineage_names":["Centre National de la Recherche Scientifique"],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true}],"best_oa_location":{"is_oa":true,"landing_page_url":"https://hal-supelec.archives-ouvertes.fr/hal-00259027","pdf_url":"https://centralesupelec.hal.science/hal-00259027/document","source":{"id":"https://openalex.org/S4306402512","display_name":"HAL (Le Centre pour la Communication Scientifique Directe)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1294671590","host_organization_name":"Centre National de la Recherche Scientifique","host_organization_lineage":["https://openalex.org/I1294671590"],"host_organization_lineage_names":["Centre National de la Recherche Scientifique"],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"publishedVersion","is_accepted":true,"is_published":true},"sustainable_development_goals":[{"score":0.75,"id":"https://metadata.un.org/sdg/10","display_name":"Reduced inequalities"}],"grants":[],"datasets":[],"versions":[],"referenced_works_count":31,"referenced_works":["https://openalex.org/W1224536253","https://openalex.org/W1488833649","https://openalex.org/W1495244287","https://openalex.org/W1525460779","https://openalex.org/W1540007258","https://openalex.org/W1560724230","https://openalex.org/W1607624180","https://openalex.org/W1622922661","https://openalex.org/W1716578795","https://openalex.org/W2041406732","https://openalex.org/W2097010805","https://openalex.org/W2105298717","https://openalex.org/W2118286367","https://openalex.org/W2126652588","https://openalex.org/W2131904035","https://openalex.org/W2140409019","https://openalex.org/W2144585611","https://openalex.org/W2148477345","https://openalex.org/W2158001550","https://openalex.org/W2159549127","https://openalex.org/W2160468005","https://openalex.org/W2170355566","https://openalex.org/W2545232906","https://openalex.org/W283319483","https://openalex.org/W2912934387","https://openalex.org/W3021489810","https://openalex.org/W3144619878","https://openalex.org/W3144621507","https://openalex.org/W3150056382","https://openalex.org/W4212883601","https://openalex.org/W4240338048"],"related_works":["https://openalex.org/W4253128984","https://openalex.org/W2565312173","https://openalex.org/W2384390720","https://openalex.org/W2364362706","https://openalex.org/W2186666570","https://openalex.org/W2143867687","https://openalex.org/W2122277321","https://openalex.org/W2104936869","https://openalex.org/W2104406636","https://openalex.org/W1948992892"],"abstract_inverted_index":{"This":[0],"paper":[1],"proposes":[2],"to":[3,17,34,48],"apply":[4],"optimized":[5],"one-class":[6],"support":[7],"vector":[8],"machines":[9],"(1-SVMs)":[10],"as":[11],"a":[12,19,44,91,106],"discriminative":[13],"framework":[14],"in":[15,43],"order":[16],"address":[18,105],"specific":[20],"audio":[21,71],"classification":[22,108],"problem.":[23],"First,":[24],"since":[25],"SVM-based":[26],"classifier":[27],"with":[28],"gaussian":[29],"RBF":[30],"kernel":[31,36],"is":[32],"sensitive":[33],"the":[35,38,64,99],"width,":[37],"width":[39],"will":[40,59],"be":[41,60,78],"scaled":[42],"distribution-dependent":[45],"way":[46],"permitting":[47],"avoid":[49],"under-fitting":[50],"and":[51,84],"over-fitting":[52],"problems.":[53],"Moreover,":[54],"an":[55,70],"advanced":[56],"dissimilarity":[57],"measure":[58],"introduced.":[61],"We":[62],"illustrate":[63],"performance":[65],"of":[66,79],"these":[67],"methods":[68],"on":[69,90],"database":[72],"containing":[73],"environmental":[74],"sounds":[75,107],"that":[76,95],"may":[77],"great":[80],"importance":[81],"for":[82],"surveillance":[83],"security":[85],"applications.":[86],"The":[87],"experiments":[88],"conducted":[89],"multi-class":[92],"problem":[93,109],"show":[94],"by":[96,111],"choosing":[97],"adequately":[98],"SVM":[100],"parameters,":[101],"we":[102],"can":[103],"efficiently":[104],"characterized":[110],"complex":[112],"real-world":[113],"datasets.":[114]},"cited_by_api_url":"https://api.openalex.org/works?filter=cites:W2116025399","counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2021,"cited_by_count":2},{"year":2020,"cited_by_count":2},{"year":2019,"cited_by_count":8},{"year":2017,"cited_by_count":5},{"year":2015,"cited_by_count":1},{"year":2014,"cited_by_count":4},{"year":2013,"cited_by_count":4},{"year":2012,"cited_by_count":3}],"updated_date":"2024-11-24T08:48:10.045328","created_date":"2016-06-24"}