{"id":"https://openalex.org/W2137672177","doi":"https://doi.org/10.1109/icassp.2003.1202779","title":"Kernel methods and their applications to signal processing","display_name":"Kernel methods and their applications to signal processing","publication_year":2004,"publication_date":"2004-01-23","ids":{"openalex":"https://openalex.org/W2137672177","doi":"https://doi.org/10.1109/icassp.2003.1202779","mag":"2137672177"},"language":"en","primary_location":{"id":"doi:10.1109/icassp.2003.1202779","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icassp.2003.1202779","pdf_url":null,"source":{"id":"https://openalex.org/S4363608982","display_name":"2003 IEEE International Conference on Acoustics, Speech, and Signal Processing, 2003. Proceedings. (ICASSP '03).","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2003 IEEE International Conference on Acoustics, Speech, and Signal Processing, 2003. Proceedings. (ICASSP '03).","raw_type":"proceedings-article"},"type":"conference-paper","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/A5014847122","display_name":"Olivier Bousquet","orcid":"https://orcid.org/0000-0002-2567-2079"},"institutions":[{"id":"https://openalex.org/I4210112925","display_name":"Max Planck Institute for Biological Cybernetics","ror":"https://ror.org/026nmvv73","country_code":"DE","type":"facility","lineage":["https://openalex.org/I149899117","https://openalex.org/I4210112925"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"O. Bousquet","raw_affiliation_strings":["Biological Cybernetics, Max Planck Institute, T\u00fcbingen, Germany","Max-Planck-Inst. fur Biol. Kybernetik, Tubingen, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Biological Cybernetics, Max Planck Institute, T\u00fcbingen, Germany","institution_ids":["https://openalex.org/I4210112925"]},{"raw_affiliation_string":"Max-Planck-Inst. fur Biol. Kybernetik, Tubingen, Germany","institution_ids":["https://openalex.org/I4210112925"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5110239560","display_name":"F. Pez-Cruz","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"F. Pez-Cruz","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":8,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":"4","issue":null,"first_page":"IV","last_page":"860"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11447","display_name":"Blind Source Separation Techniques","score":0.9993000030517578,"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"}},"topics":[{"id":"https://openalex.org/T11447","display_name":"Blind Source Separation Techniques","score":0.9993000030517578,"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/T10320","display_name":"Neural Networks and Applications","score":0.9976000189781189,"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/T10057","display_name":"Face and Expression Recognition","score":0.9961000084877014,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7540600299835205},{"id":"https://openalex.org/keywords/kernel","display_name":"Kernel (algebra)","score":0.7352848052978516},{"id":"https://openalex.org/keywords/kernel-method","display_name":"Kernel method","score":0.6865069270133972},{"id":"https://openalex.org/keywords/signal-processing","display_name":"Signal processing","score":0.6616970300674438},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.563540518283844},{"id":"https://openalex.org/keywords/simple","display_name":"Simple (philosophy)","score":0.5541201233863831},{"id":"https://openalex.org/keywords/nonlinear-system","display_name":"Nonlinear system","score":0.5296639800071716},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4965086579322815},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4554743766784668},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.4367217421531677},{"id":"https://openalex.org/keywords/digital-signal-processing","display_name":"Digital signal processing","score":0.37787264585494995},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.18521687388420105}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7540600299835205},{"id":"https://openalex.org/C74193536","wikidata":"https://www.wikidata.org/wiki/Q574844","display_name":"Kernel (algebra)","level":2,"score":0.7352848052978516},{"id":"https://openalex.org/C122280245","wikidata":"https://www.wikidata.org/wiki/Q620622","display_name":"Kernel method","level":3,"score":0.6865069270133972},{"id":"https://openalex.org/C104267543","wikidata":"https://www.wikidata.org/wiki/Q208163","display_name":"Signal processing","level":3,"score":0.6616970300674438},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.563540518283844},{"id":"https://openalex.org/C2780586882","wikidata":"https://www.wikidata.org/wiki/Q7520643","display_name":"Simple (philosophy)","level":2,"score":0.5541201233863831},{"id":"https://openalex.org/C158622935","wikidata":"https://www.wikidata.org/wiki/Q660848","display_name":"Nonlinear system","level":2,"score":0.5296639800071716},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4965086579322815},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4554743766784668},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.4367217421531677},{"id":"https://openalex.org/C84462506","wikidata":"https://www.wikidata.org/wiki/Q173142","display_name":"Digital signal processing","level":2,"score":0.37787264585494995},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.18521687388420105},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C114614502","wikidata":"https://www.wikidata.org/wiki/Q76592","display_name":"Combinatorics","level":1,"score":0.0},{"id":"https://openalex.org/C9390403","wikidata":"https://www.wikidata.org/wiki/Q3966","display_name":"Computer hardware","level":1,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/icassp.2003.1202779","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icassp.2003.1202779","pdf_url":null,"source":{"id":"https://openalex.org/S4363608982","display_name":"2003 IEEE International Conference on Acoustics, Speech, and Signal Processing, 2003. Proceedings. (ICASSP '03).","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2003 IEEE International Conference on Acoustics, Speech, and Signal Processing, 2003. Proceedings. (ICASSP '03).","raw_type":"proceedings-article"},{"id":"pmh:oai:pure.mpg.de:item_1792593","is_oa":false,"landing_page_url":"http://hdl.handle.net/11858/00-001M-0000-0013-DDA8-8","pdf_url":null,"source":{"id":"https://openalex.org/S4306400654","display_name":"MPG.PuRe (Max Planck Society)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I149899117","host_organization_name":"Max Planck Society","host_organization_lineage":["https://openalex.org/I149899117"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP '03)","raw_type":"info:eu-repo/semantics/conferenceObject"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":34,"referenced_works":["https://openalex.org/W1511103935","https://openalex.org/W1535955354","https://openalex.org/W1571599052","https://openalex.org/W1587559447","https://openalex.org/W1592111270","https://openalex.org/W1601740268","https://openalex.org/W2048652923","https://openalex.org/W2087347434","https://openalex.org/W2091830613","https://openalex.org/W2097213195","https://openalex.org/W2105497548","https://openalex.org/W2124351082","https://openalex.org/W2127469750","https://openalex.org/W2128041025","https://openalex.org/W2140409019","https://openalex.org/W2143502890","https://openalex.org/W2148603752","https://openalex.org/W2150871663","https://openalex.org/W2172295126","https://openalex.org/W3002694247","https://openalex.org/W3023786531","https://openalex.org/W3144621507","https://openalex.org/W3145606929","https://openalex.org/W3145713857","https://openalex.org/W4244364296","https://openalex.org/W4285719527","https://openalex.org/W4313169793","https://openalex.org/W6634941687","https://openalex.org/W6673579206","https://openalex.org/W6676025226","https://openalex.org/W6678708481","https://openalex.org/W6678806485","https://openalex.org/W6680522077","https://openalex.org/W7070239477"],"related_works":["https://openalex.org/W2021406864","https://openalex.org/W4210376836","https://openalex.org/W4210925376","https://openalex.org/W1633995705","https://openalex.org/W2596211269","https://openalex.org/W197862639","https://openalex.org/W2360384790","https://openalex.org/W4232397253","https://openalex.org/W4235913033","https://openalex.org/W2109284253"],"abstract_inverted_index":{"Recently":[0],"introduced":[1],"in":[2,26,33],"machine":[3],"learning,":[4],"the":[5,36,45],"notion":[6],"of":[7,13,38,55,89],"kernels":[8],"has":[9,49],"drawn":[10],"a":[11,27],"lot":[12],"interest":[14],"as":[15,44,61],"it":[16],"allows":[17],"nonlinear":[18,76],"algorithms":[19,57],"to":[20,65],"be":[21],"obtained":[22],"from":[23,82],"linear":[24,40],"ones":[25],"simple":[28],"and":[29,67,77,92],"elegant":[30],"manner.":[31],"This,":[32],"conjunction":[34],"with":[35],"introduction":[37],"new":[39],"classification":[41],"methods":[42,91],"such":[43,56,83],"support":[46],"vector":[47],"machines":[48],"produced":[50],"significant":[51],"progress.":[52],"The":[53],"success":[54],"is":[58],"now":[59],"spreading":[60],"they":[62],"are":[63],"applied":[64],"more":[66,68],"domains.":[69],"Many":[70],"signal":[71],"processing":[72],"problems,":[73],"by":[74],"their":[75,93],"high-dimensional":[78],"nature,":[79],"may":[80],"benefit":[81],"techniques.":[84],"We":[85],"give":[86],"an":[87],"overview":[88],"kernel":[90],"recent":[94],"applications.":[95]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2018,"cited_by_count":1},{"year":2014,"cited_by_count":1}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}