{"id":"https://openalex.org/W2332701645","doi":"https://doi.org/10.1109/spac.2014.6982687","title":"Online structural SVM learning by dual ascending procedure","display_name":"Online structural SVM learning by dual ascending procedure","publication_year":2014,"publication_date":"2014-10-01","ids":{"openalex":"https://openalex.org/W2332701645","doi":"https://doi.org/10.1109/spac.2014.6982687","mag":"2332701645"},"language":"en","primary_location":{"id":"doi:10.1109/spac.2014.6982687","is_oa":false,"landing_page_url":"https://doi.org/10.1109/spac.2014.6982687","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings 2014 IEEE International Conference on Security, Pattern Analysis, and Cybernetics (SPAC)","raw_type":"proceedings-article"},"type":"article","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/A5084801659","display_name":"Jun Lei","orcid":"https://orcid.org/0000-0002-4015-8668"},"institutions":[{"id":"https://openalex.org/I170215575","display_name":"National University of Defense Technology","ror":"https://ror.org/05d2yfz11","country_code":"CN","type":"education","lineage":["https://openalex.org/I170215575"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Jun Lei","raw_affiliation_strings":["Department of Information System and Management, National University of Defense Technology, Changsha, China"],"affiliations":[{"raw_affiliation_string":"Department of Information System and Management, National University of Defense Technology, Changsha, China","institution_ids":["https://openalex.org/I170215575"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100337868","display_name":"Guohui Li","orcid":"https://orcid.org/0000-0001-8175-4311"},"institutions":[{"id":"https://openalex.org/I170215575","display_name":"National University of Defense Technology","ror":"https://ror.org/05d2yfz11","country_code":"CN","type":"education","lineage":["https://openalex.org/I170215575"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Guohui Li","raw_affiliation_strings":["Department of Information System and Management, National University of Defense Technology, Changsha, China"],"affiliations":[{"raw_affiliation_string":"Department of Information System and Management, National University of Defense Technology, Changsha, China","institution_ids":["https://openalex.org/I170215575"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101748855","display_name":"Jun Zhang","orcid":"https://orcid.org/0000-0001-9045-4847"},"institutions":[{"id":"https://openalex.org/I170215575","display_name":"National University of Defense Technology","ror":"https://ror.org/05d2yfz11","country_code":"CN","type":"education","lineage":["https://openalex.org/I170215575"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jun Zhang","raw_affiliation_strings":["Department of Information System and Management, National University of Defense Technology, Changsha, China"],"affiliations":[{"raw_affiliation_string":"Department of Information System and Management, National University of Defense Technology, Changsha, China","institution_ids":["https://openalex.org/I170215575"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100737347","display_name":"Dan Lu","orcid":"https://orcid.org/0000-0001-7811-8250"},"institutions":[{"id":"https://openalex.org/I170215575","display_name":"National University of Defense Technology","ror":"https://ror.org/05d2yfz11","country_code":"CN","type":"education","lineage":["https://openalex.org/I170215575"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Dan Lu","raw_affiliation_strings":["National University of Defense Technology, Changsha, Hunan, CN"],"affiliations":[{"raw_affiliation_string":"National University of Defense Technology, Changsha, Hunan, CN","institution_ids":["https://openalex.org/I170215575"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5035031033","display_name":"Qiang Guo","orcid":"https://orcid.org/0000-0003-0646-5071"},"institutions":[{"id":"https://openalex.org/I170215575","display_name":"National University of Defense Technology","ror":"https://ror.org/05d2yfz11","country_code":"CN","type":"education","lineage":["https://openalex.org/I170215575"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qiang Guo","raw_affiliation_strings":["Department of Information System and Management, National University of Defense Technology, Changsha, China"],"affiliations":[{"raw_affiliation_string":"Department of Information System and Management, National University of Defense Technology, Changsha, China","institution_ids":["https://openalex.org/I170215575"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5084801659"],"corresponding_institution_ids":["https://openalex.org/I170215575"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.17050743,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"6","issue":null,"first_page":"212","last_page":"217"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11550","display_name":"Text and Document Classification Technologies","score":0.9947999715805054,"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/T11550","display_name":"Text and Document Classification Technologies","score":0.9947999715805054,"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":0.9833999872207642,"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"}},{"id":"https://openalex.org/T10320","display_name":"Neural Networks and Applications","score":0.9812999963760376,"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/support-vector-machine","display_name":"Support vector machine","score":0.7309199571609497},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7214847803115845},{"id":"https://openalex.org/keywords/dual","display_name":"Dual (grammatical number)","score":0.691858172416687},{"id":"https://openalex.org/keywords/perspective","display_name":"Perspective (graphical)","score":0.6541900038719177},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6328473687171936},{"id":"https://openalex.org/keywords/scheme","display_name":"Scheme (mathematics)","score":0.6310831308364868},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5903359651565552},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.5623201131820679},{"id":"https://openalex.org/keywords/sequence","display_name":"Sequence (biology)","score":0.5057692527770996},{"id":"https://openalex.org/keywords/function","display_name":"Function (biology)","score":0.4546320140361786},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.4499092400074005},{"id":"https://openalex.org/keywords/online-machine-learning","display_name":"Online machine learning","score":0.4372679591178894},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.36083629727363586},{"id":"https://openalex.org/keywords/active-learning","display_name":"Active learning (machine learning)","score":0.26728731393814087},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.21470409631729126},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.06667155027389526}],"concepts":[{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.7309199571609497},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7214847803115845},{"id":"https://openalex.org/C2780980858","wikidata":"https://www.wikidata.org/wiki/Q110022","display_name":"Dual (grammatical number)","level":2,"score":0.691858172416687},{"id":"https://openalex.org/C12713177","wikidata":"https://www.wikidata.org/wiki/Q1900281","display_name":"Perspective (graphical)","level":2,"score":0.6541900038719177},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6328473687171936},{"id":"https://openalex.org/C77618280","wikidata":"https://www.wikidata.org/wiki/Q1155772","display_name":"Scheme (mathematics)","level":2,"score":0.6310831308364868},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5903359651565552},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.5623201131820679},{"id":"https://openalex.org/C2778112365","wikidata":"https://www.wikidata.org/wiki/Q3511065","display_name":"Sequence (biology)","level":2,"score":0.5057692527770996},{"id":"https://openalex.org/C14036430","wikidata":"https://www.wikidata.org/wiki/Q3736076","display_name":"Function (biology)","level":2,"score":0.4546320140361786},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.4499092400074005},{"id":"https://openalex.org/C115903097","wikidata":"https://www.wikidata.org/wiki/Q7094097","display_name":"Online machine learning","level":3,"score":0.4372679591178894},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.36083629727363586},{"id":"https://openalex.org/C77967617","wikidata":"https://www.wikidata.org/wiki/Q4677561","display_name":"Active learning (machine learning)","level":2,"score":0.26728731393814087},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.21470409631729126},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.06667155027389526},{"id":"https://openalex.org/C78458016","wikidata":"https://www.wikidata.org/wiki/Q840400","display_name":"Evolutionary biology","level":1,"score":0.0},{"id":"https://openalex.org/C124952713","wikidata":"https://www.wikidata.org/wiki/Q8242","display_name":"Literature","level":1,"score":0.0},{"id":"https://openalex.org/C54355233","wikidata":"https://www.wikidata.org/wiki/Q7162","display_name":"Genetics","level":1,"score":0.0},{"id":"https://openalex.org/C142362112","wikidata":"https://www.wikidata.org/wiki/Q735","display_name":"Art","level":0,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/spac.2014.6982687","is_oa":false,"landing_page_url":"https://doi.org/10.1109/spac.2014.6982687","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings 2014 IEEE International Conference on Security, Pattern Analysis, and Cybernetics (SPAC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":12,"referenced_works":["https://openalex.org/W1877183374","https://openalex.org/W2024029849","https://openalex.org/W2031248101","https://openalex.org/W2049457635","https://openalex.org/W2061557419","https://openalex.org/W2074586650","https://openalex.org/W2105842272","https://openalex.org/W2407980920","https://openalex.org/W2429914308","https://openalex.org/W2471104003","https://openalex.org/W4292022450","https://openalex.org/W6675783020"],"related_works":["https://openalex.org/W2090763504","https://openalex.org/W148178222","https://openalex.org/W2104657898","https://openalex.org/W1948992892","https://openalex.org/W1886884218","https://openalex.org/W1910826599","https://openalex.org/W2012353789","https://openalex.org/W2530420969","https://openalex.org/W3140270587","https://openalex.org/W2369526193"],"abstract_inverted_index":{"We":[0,60],"propose":[1,61],"online":[2,22,106,122],"learning":[3,23,107,123],"algorithms":[4,124],"for":[5,19],"structural":[6,25,101],"SVM":[7,26,102],"that":[8,120],"has":[9],"promising":[10],"applications":[11],"in":[12,105],"large-scale":[13],"learning.":[14],"A":[15],"framework":[16],"is":[17,41,54,103],"introduced":[18],"analyzing":[20],"the":[21,37,47,83,86,94,130],"of":[24,35,46,81,93,100],"from":[27],"primal":[28,38],"perspective":[29],"to":[30,43],"dual":[31,48,58,79,91],"perspective.":[32],"The":[33,51,75,98],"task":[34,114,118],"minimizing":[36],"objective":[39,49],"function":[40],"converted":[42],"incremental":[44],"increasing":[45],"function.":[50],"model's":[52],"parameter":[53],"learned":[55],"through":[56],"updating":[57],"coefficients.":[59],"two":[62],"update":[63,67,73],"schemes:":[64],"all":[65,82],"outputs":[66],"scheme":[68,77],"and":[69,115],"most":[70,95],"violated":[71,96],"output":[72],"scheme.":[74],"first":[76],"updates":[78],"coefficients":[80,92],"outputs,":[84],"while":[85,128],"second":[87],"schemes":[88],"only":[89],"updated":[90],"output.":[97],"performance":[99],"improved":[104],"process.":[108],"Experimental":[109],"results":[110],"on":[111],"multiclass":[112],"classification":[113],"sequence":[116],"tagging":[117],"show":[119],"our":[121],"achieve":[125],"satisfying":[126],"accuracy":[127],"reducing":[129],"computational":[131],"complexity.":[132]},"counts_by_year":[],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
