{"id":"https://openalex.org/W2946901399","doi":"https://doi.org/10.3233/978-1-58603-898-4-85","title":"Smoothness and sparsity tuning for Semi-Supervised SVM","display_name":"Smoothness and sparsity tuning for Semi-Supervised SVM","publication_year":2008,"publication_date":"2008-01-01","ids":{"openalex":"https://openalex.org/W2946901399","doi":"https://doi.org/10.3233/978-1-58603-898-4-85","mag":"2946901399"},"language":"en","primary_location":{"id":"doi:10.3233/978-1-58603-898-4-85","is_oa":false,"landing_page_url":"https://doi.org/10.3233/978-1-58603-898-4-85","pdf_url":null,"source":{"id":"https://openalex.org/S4210202636","display_name":"NATO science for peace and security series. D, Information and communication security","issn_l":"1874-6268","issn":["1874-6268","1879-8292"],"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"NATO Science for Peace and Security Series - D: Information and Communication Security","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/A5071377410","display_name":"G. Gilles","orcid":"https://orcid.org/0000-0001-8451-4604"},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Gasso Gilles","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5094293190","display_name":"Zapien Karina","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Zapien Karina","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5108747713","display_name":"Canu Stephane","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Canu Stephane","raw_affiliation_strings":[],"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5071377410"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.38109354,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13717","display_name":"Advanced Algorithms and Applications","score":0.7459999918937683,"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"}},"topics":[{"id":"https://openalex.org/T13717","display_name":"Advanced Algorithms and Applications","score":0.7459999918937683,"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"}},{"id":"https://openalex.org/T10320","display_name":"Neural Networks and Applications","score":0.6807000041007996,"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/T10860","display_name":"Speech and Audio Processing","score":0.6714000105857849,"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/smoothness","display_name":"Smoothness","score":0.7810637950897217},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.6472433805465698},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5032750964164734},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.48334214091300964},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.465995192527771},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.3881787657737732},{"id":"https://openalex.org/keywords/mathematical-analysis","display_name":"Mathematical analysis","score":0.07167363166809082}],"concepts":[{"id":"https://openalex.org/C102634674","wikidata":"https://www.wikidata.org/wiki/Q868473","display_name":"Smoothness","level":2,"score":0.7810637950897217},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.6472433805465698},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5032750964164734},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.48334214091300964},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.465995192527771},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.3881787657737732},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.07167363166809082}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.3233/978-1-58603-898-4-85","is_oa":false,"landing_page_url":"https://doi.org/10.3233/978-1-58603-898-4-85","pdf_url":null,"source":{"id":"https://openalex.org/S4210202636","display_name":"NATO science for peace and security series. D, Information and communication security","issn_l":"1874-6268","issn":["1874-6268","1879-8292"],"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"NATO Science for Peace and Security Series - D: Information and Communication Security","raw_type":"book-chapter"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W1979597421","https://openalex.org/W2007980826","https://openalex.org/W2061531152","https://openalex.org/W3002753104","https://openalex.org/W2077600819","https://openalex.org/W2142036596","https://openalex.org/W2390980514","https://openalex.org/W2033914206","https://openalex.org/W2042327336"],"abstract_inverted_index":{"Using":[0],"unlabeled":[1],"data":[2,9,28],"to":[3,10,25,33,57,82],"unravel":[4],"the":[5,8,12,16,27,46,53,85,90,93],"structure":[6,29],"of":[7,18,48,52,64,71,92],"leverage":[11],"learning":[13],"process":[14],"is":[15,45],"goal":[17],"semi":[19],"supervised":[20],"learning.":[21],"Kernel":[22],"framework":[23],"allows":[24],"model":[26,55],"using":[30,76],"graphs":[31],"and":[32,79],"build":[34],"kernel":[35],"machines":[36],"such":[37],"as":[38],"Laplacian":[39],"SVM":[40],"[1].":[41],"But":[42],"a":[43,58,69,77,80],"remark":[44],"lack":[47],"sparsity":[49],"in":[50],"variables":[51],"obtained":[54],"leading":[56],"long":[59],"running":[60],"time":[61],"for":[62],"classification":[63],"new":[65],"points.":[66],"We":[67],"provide":[68],"way":[70],"alleviating":[72],"this":[73],"problem":[74],"by":[75],"L1penalty":[78],"algorithm":[81],"efficiently":[83],"compute":[84],"solution.":[86],"Empirical":[87],"evidence":[88],"shows":[89],"benefit":[91],"algorithm.":[94]},"counts_by_year":[],"updated_date":"2025-12-28T23:10:05.387466","created_date":"2025-10-10T00:00:00"}
