{"id":"https://openalex.org/W1487549642","doi":"https://doi.org/10.1109/icdew.2015.7129577","title":"An SVD-based Multimodal Clustering method for Social Event Detection","display_name":"An SVD-based Multimodal Clustering method for Social Event Detection","publication_year":2015,"publication_date":"2015-04-01","ids":{"openalex":"https://openalex.org/W1487549642","doi":"https://doi.org/10.1109/icdew.2015.7129577","mag":"1487549642"},"language":"en","primary_location":{"id":"doi:10.1109/icdew.2015.7129577","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icdew.2015.7129577","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2015 31st IEEE International Conference on Data Engineering Workshops","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/A5031799406","display_name":"Yun Ma","orcid":"https://orcid.org/0000-0003-4627-3082"},"institutions":[{"id":"https://openalex.org/I168719708","display_name":"City University of Hong Kong","ror":"https://ror.org/03q8dnn23","country_code":"HK","type":"education","lineage":["https://openalex.org/I168719708"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Yun Ma","raw_affiliation_strings":["Department of Computer Science, City University of Hong Kong, Hong Kong, SAR"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, City University of Hong Kong, Hong Kong, SAR","institution_ids":["https://openalex.org/I168719708"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100404176","display_name":"Qing Li","orcid":"https://orcid.org/0000-0003-3370-471X"},"institutions":[{"id":"https://openalex.org/I168719708","display_name":"City University of Hong Kong","ror":"https://ror.org/03q8dnn23","country_code":"HK","type":"education","lineage":["https://openalex.org/I168719708"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Qing Li","raw_affiliation_strings":["Multimedia-software Engineering Research Centre, City University of Hong Kong, Hong Kong, SAR"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Multimedia-software Engineering Research Centre, City University of Hong Kong, Hong Kong, SAR","institution_ids":["https://openalex.org/I168719708"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102760381","display_name":"Zhenguo Yang","orcid":"https://orcid.org/0000-0003-3279-0732"},"institutions":[{"id":"https://openalex.org/I168719708","display_name":"City University of Hong Kong","ror":"https://ror.org/03q8dnn23","country_code":"HK","type":"education","lineage":["https://openalex.org/I168719708"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Zhenguo Yang","raw_affiliation_strings":["Department of Computer Science, City University of Hong Kong, Hong Kong, SAR"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, City University of Hong Kong, Hong Kong, SAR","institution_ids":["https://openalex.org/I168719708"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5113582906","display_name":"Zheng Lu","orcid":null},"institutions":[{"id":"https://openalex.org/I168719708","display_name":"City University of Hong Kong","ror":"https://ror.org/03q8dnn23","country_code":"HK","type":"education","lineage":["https://openalex.org/I168719708"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Zheng Lu","raw_affiliation_strings":["School of Creative Media, City University of Hong Kong, Hong Kong, SAR"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Creative Media, City University of Hong Kong, Hong Kong, SAR","institution_ids":["https://openalex.org/I168719708"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5013527762","display_name":"Haiwei Pan","orcid":"https://orcid.org/0000-0001-9297-5662"},"institutions":[{"id":"https://openalex.org/I151727225","display_name":"Harbin Engineering University","ror":"https://ror.org/03x80pn82","country_code":"CN","type":"education","lineage":["https://openalex.org/I151727225"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Haiwei Pan","raw_affiliation_strings":["College of Computer Science and Technology, Harbin Engineering University, Harbin, P.R. China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Computer Science and Technology, Harbin Engineering University, Harbin, P.R. China","institution_ids":["https://openalex.org/I151727225"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5065680386","display_name":"Antoni B. Chan","orcid":"https://orcid.org/0000-0002-2886-2513"},"institutions":[{"id":"https://openalex.org/I168719708","display_name":"City University of Hong Kong","ror":"https://ror.org/03q8dnn23","country_code":"HK","type":"education","lineage":["https://openalex.org/I168719708"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Antoni B. Chan","raw_affiliation_strings":["Multimedia-software Engineering Research Centre, City University of Hong Kong, Hong Kong, SAR"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Multimedia-software Engineering Research Centre, City University of Hong Kong, Hong Kong, SAR","institution_ids":["https://openalex.org/I168719708"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.3186,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.47615086,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"202","last_page":"209"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10064","display_name":"Complex Network Analysis Techniques","score":0.9997000098228455,"subfield":{"id":"https://openalex.org/subfields/3109","display_name":"Statistical and Nonlinear Physics"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10064","display_name":"Complex Network Analysis Techniques","score":0.9997000098228455,"subfield":{"id":"https://openalex.org/subfields/3109","display_name":"Statistical and Nonlinear Physics"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10664","display_name":"Sentiment Analysis and Opinion Mining","score":0.9962999820709229,"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/T11550","display_name":"Text and Document Classification Technologies","score":0.9941999912261963,"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/singular-value-decomposition","display_name":"Singular value decomposition","score":0.8016662001609802},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7498387694358826},{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.6832820177078247},{"id":"https://openalex.org/keywords/event","display_name":"Event (particle physics)","score":0.635352611541748},{"id":"https://openalex.org/keywords/discriminative-model","display_name":"Discriminative model","score":0.6125186085700989},{"id":"https://openalex.org/keywords/social-media","display_name":"Social media","score":0.5325901508331299},{"id":"https://openalex.org/keywords/matrix-decomposition","display_name":"Matrix decomposition","score":0.4201139509677887},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.40999364852905273},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.39771977066993713},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3394261598587036},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.1411963701248169}],"concepts":[{"id":"https://openalex.org/C22789450","wikidata":"https://www.wikidata.org/wiki/Q420904","display_name":"Singular value decomposition","level":2,"score":0.8016662001609802},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7498387694358826},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.6832820177078247},{"id":"https://openalex.org/C2779662365","wikidata":"https://www.wikidata.org/wiki/Q5416694","display_name":"Event (particle physics)","level":2,"score":0.635352611541748},{"id":"https://openalex.org/C97931131","wikidata":"https://www.wikidata.org/wiki/Q5282087","display_name":"Discriminative model","level":2,"score":0.6125186085700989},{"id":"https://openalex.org/C518677369","wikidata":"https://www.wikidata.org/wiki/Q202833","display_name":"Social media","level":2,"score":0.5325901508331299},{"id":"https://openalex.org/C42355184","wikidata":"https://www.wikidata.org/wiki/Q1361088","display_name":"Matrix decomposition","level":3,"score":0.4201139509677887},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.40999364852905273},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.39771977066993713},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3394261598587036},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.1411963701248169},{"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/C158693339","wikidata":"https://www.wikidata.org/wiki/Q190524","display_name":"Eigenvalues and eigenvectors","level":2,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icdew.2015.7129577","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icdew.2015.7129577","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2015 31st IEEE International Conference on Data Engineering Workshops","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/10","display_name":"Reduced inequalities","score":0.7799999713897705}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":51,"referenced_works":["https://openalex.org/W107574161","https://openalex.org/W202178741","https://openalex.org/W1552548571","https://openalex.org/W1594112393","https://openalex.org/W1608431237","https://openalex.org/W1664061557","https://openalex.org/W1673310716","https://openalex.org/W1966479305","https://openalex.org/W1970055505","https://openalex.org/W1973926914","https://openalex.org/W2009557755","https://openalex.org/W2022146075","https://openalex.org/W2035916238","https://openalex.org/W2038772173","https://openalex.org/W2041651443","https://openalex.org/W2050050904","https://openalex.org/W2053101950","https://openalex.org/W2053667957","https://openalex.org/W2054141820","https://openalex.org/W2072117168","https://openalex.org/W2072773380","https://openalex.org/W2073459066","https://openalex.org/W2106277773","https://openalex.org/W2115115103","https://openalex.org/W2122428150","https://openalex.org/W2124499489","https://openalex.org/W2128721751","https://openalex.org/W2129706758","https://openalex.org/W2134008243","https://openalex.org/W2141917706","https://openalex.org/W2142109962","https://openalex.org/W2147152072","https://openalex.org/W2156872152","https://openalex.org/W2164587673","https://openalex.org/W2168671440","https://openalex.org/W2187408268","https://openalex.org/W2397177383","https://openalex.org/W2918757710","https://openalex.org/W2964252245","https://openalex.org/W4251308012","https://openalex.org/W4285719527","https://openalex.org/W6606244218","https://openalex.org/W6608114916","https://openalex.org/W6637029157","https://openalex.org/W6637131181","https://openalex.org/W6668990524","https://openalex.org/W6680905682","https://openalex.org/W6682782370","https://openalex.org/W6686840917","https://openalex.org/W6712617437","https://openalex.org/W6996548254"],"related_works":["https://openalex.org/W2782904003","https://openalex.org/W2118633810","https://openalex.org/W2150953077","https://openalex.org/W4226434912","https://openalex.org/W2002598339","https://openalex.org/W2133814741","https://openalex.org/W1995410415","https://openalex.org/W3108343813","https://openalex.org/W4312481107","https://openalex.org/W2482295163"],"abstract_inverted_index":{"With":[0],"the":[1,15,37,75,81,104,113,116],"rapid":[2],"development":[3],"of":[4,36,42,74,115,124],"social":[5,58],"media":[6],"sites":[7],"such":[8],"as":[9,119,121],"Flickr,":[10],"user-generated":[11],"multimedia":[12,31],"content":[13],"on":[14,103],"Web":[16,43],"has":[17,33],"shown":[18],"an":[19,48],"explosive":[20],"growth":[21],"in":[22,40,98],"recent":[23],"years.":[24],"Social":[25,106],"event":[26],"detection":[27],"from":[28,60],"these":[29],"large":[30],"collections":[32],"become":[34],"one":[35],"hottest":[38],"topics":[39],"analysis":[41],"content.":[44],"In":[45],"this":[46],"paper,":[47],"SVD-based":[49],"Multimodal":[50],"Clustering":[51],"(SVDMC)":[52],"algorithm":[53],"is":[54,64,91],"proposed":[55,117],"to":[56,70,93],"detect":[57],"events":[59],"multimodal":[61],"data.":[62],"SVDMC":[63,90],"a":[65],"completely":[66],"unsupervised":[67],"approach":[68],"aiming":[69],"take":[71],"full":[72],"advantage":[73],"data":[76,94],"at":[77],"hand.":[78],"Through":[79],"using":[80],"binary":[82],"adjacency":[83],"matrix":[84],"and":[85],"Singular":[86],"Value":[87],"Decomposition":[88],"(SVD),":[89],"robust":[92],"incompleteness":[95],"for":[96],"datasets":[97],"real":[99],"world.":[100],"Experiments":[101],"conducted":[102],"MediaEval":[105],"Event":[107],"Detection":[108],"(SED)":[109],"2012":[110],"dataset":[111],"demonstrate":[112],"effectiveness":[114],"method":[118],"well":[120],"discriminative":[122],"power":[123],"different":[125],"features.":[126]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2022,"cited_by_count":2},{"year":2020,"cited_by_count":1},{"year":2018,"cited_by_count":1}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}