{"id":"https://openalex.org/W2137183034","doi":"https://doi.org/10.1145/1961209.1961213","title":"Contextual Video Recommendation by Multimodal Relevance and User Feedback","display_name":"Contextual Video Recommendation by Multimodal Relevance and User Feedback","publication_year":2011,"publication_date":"2011-04-01","ids":{"openalex":"https://openalex.org/W2137183034","doi":"https://doi.org/10.1145/1961209.1961213","mag":"2137183034"},"language":"en","primary_location":{"id":"doi:10.1145/1961209.1961213","is_oa":false,"landing_page_url":"https://doi.org/10.1145/1961209.1961213","pdf_url":null,"source":{"id":"https://openalex.org/S4394735545","display_name":"ACM Transactions on Information Systems","issn_l":"1046-8188","issn":["1046-8188","1558-2868"],"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":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Transactions on Information Systems","raw_type":"journal-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/A5017597537","display_name":"Tao Mei","orcid":"https://orcid.org/0000-0003-2497-7732"},"institutions":[{"id":"https://openalex.org/I4210113369","display_name":"Microsoft Research Asia (China)","ror":"https://ror.org/0300m5276","country_code":"CN","type":"company","lineage":["https://openalex.org/I1290206253","https://openalex.org/I4210113369"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Tao Mei","raw_affiliation_strings":["Microsoft Research Asia","Microsoft Research Asia,"],"affiliations":[{"raw_affiliation_string":"Microsoft Research Asia","institution_ids":["https://openalex.org/I4210113369"]},{"raw_affiliation_string":"Microsoft Research Asia,","institution_ids":["https://openalex.org/I4210113369"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5028694889","display_name":"Bo Yang","orcid":"https://orcid.org/0000-0003-1927-8419"},"institutions":[{"id":"https://openalex.org/I2800817003","display_name":"Southern California University for Professional Studies","ror":"https://ror.org/058zz0t50","country_code":"US","type":"education","lineage":["https://openalex.org/I2800817003"]},{"id":"https://openalex.org/I1174212","display_name":"University of Southern California","ror":"https://ror.org/03taz7m60","country_code":"US","type":"education","lineage":["https://openalex.org/I1174212"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Bo Yang","raw_affiliation_strings":["University of Southern California"],"affiliations":[{"raw_affiliation_string":"University of Southern California","institution_ids":["https://openalex.org/I2800817003","https://openalex.org/I1174212"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024965898","display_name":"Xian\u2010Sheng Hua","orcid":"https://orcid.org/0000-0002-8232-5049"},"institutions":[{"id":"https://openalex.org/I4210113369","display_name":"Microsoft Research Asia (China)","ror":"https://ror.org/0300m5276","country_code":"CN","type":"company","lineage":["https://openalex.org/I1290206253","https://openalex.org/I4210113369"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xian-Sheng Hua","raw_affiliation_strings":["Microsoft Research Asia","Microsoft Research Asia,"],"affiliations":[{"raw_affiliation_string":"Microsoft Research Asia","institution_ids":["https://openalex.org/I4210113369"]},{"raw_affiliation_string":"Microsoft Research Asia,","institution_ids":["https://openalex.org/I4210113369"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100321089","display_name":"Shipeng Li","orcid":"https://orcid.org/0000-0001-5368-4256"},"institutions":[{"id":"https://openalex.org/I4210113369","display_name":"Microsoft Research Asia (China)","ror":"https://ror.org/0300m5276","country_code":"CN","type":"company","lineage":["https://openalex.org/I1290206253","https://openalex.org/I4210113369"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shipeng Li","raw_affiliation_strings":["Microsoft Research Asia","Microsoft Research Asia,"],"affiliations":[{"raw_affiliation_string":"Microsoft Research Asia","institution_ids":["https://openalex.org/I4210113369"]},{"raw_affiliation_string":"Microsoft Research Asia,","institution_ids":["https://openalex.org/I4210113369"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5017597537"],"corresponding_institution_ids":["https://openalex.org/I4210113369"],"apc_list":null,"apc_paid":null,"fwci":4.9702,"has_fulltext":false,"cited_by_count":113,"citation_normalized_percentile":{"value":0.96214589,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":"29","issue":"2","first_page":"1","last_page":"24"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11714","display_name":"Multimodal Machine Learning Applications","score":0.9987999796867371,"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"}},"topics":[{"id":"https://openalex.org/T11714","display_name":"Multimodal Machine Learning Applications","score":0.9987999796867371,"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/T11439","display_name":"Video Analysis and Summarization","score":0.9983999729156494,"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/T10627","display_name":"Advanced Image and Video Retrieval Techniques","score":0.9977999925613403,"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":0.8737729787826538},{"id":"https://openalex.org/keywords/relevance","display_name":"Relevance (law)","score":0.8080971240997314},{"id":"https://openalex.org/keywords/relevance-feedback","display_name":"Relevance feedback","score":0.7513713836669922},{"id":"https://openalex.org/keywords/modalities","display_name":"Modalities","score":0.6530672311782837},{"id":"https://openalex.org/keywords/multimedia","display_name":"Multimedia","score":0.54902583360672},{"id":"https://openalex.org/keywords/modality","display_name":"Modality (human\u2013computer interaction)","score":0.4817490577697754},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.4754200577735901},{"id":"https://openalex.org/keywords/online-video","display_name":"Online video","score":0.46638038754463196},{"id":"https://openalex.org/keywords/the-internet","display_name":"The Internet","score":0.46569809317588806},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.4482625722885132},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.4389054477214813},{"id":"https://openalex.org/keywords/multimodal-interaction","display_name":"Multimodal interaction","score":0.41878071427345276},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.15719950199127197},{"id":"https://openalex.org/keywords/image-retrieval","display_name":"Image retrieval","score":0.12945228815078735},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.11049401760101318}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8737729787826538},{"id":"https://openalex.org/C158154518","wikidata":"https://www.wikidata.org/wiki/Q7310970","display_name":"Relevance (law)","level":2,"score":0.8080971240997314},{"id":"https://openalex.org/C2779532271","wikidata":"https://www.wikidata.org/wiki/Q445558","display_name":"Relevance feedback","level":4,"score":0.7513713836669922},{"id":"https://openalex.org/C2779903281","wikidata":"https://www.wikidata.org/wiki/Q6888026","display_name":"Modalities","level":2,"score":0.6530672311782837},{"id":"https://openalex.org/C49774154","wikidata":"https://www.wikidata.org/wiki/Q131765","display_name":"Multimedia","level":1,"score":0.54902583360672},{"id":"https://openalex.org/C2780226545","wikidata":"https://www.wikidata.org/wiki/Q6888030","display_name":"Modality (human\u2013computer interaction)","level":2,"score":0.4817490577697754},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.4754200577735901},{"id":"https://openalex.org/C2988167200","wikidata":"https://www.wikidata.org/wiki/Q16885149","display_name":"Online video","level":2,"score":0.46638038754463196},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.46569809317588806},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.4482625722885132},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.4389054477214813},{"id":"https://openalex.org/C135641252","wikidata":"https://www.wikidata.org/wiki/Q738567","display_name":"Multimodal interaction","level":2,"score":0.41878071427345276},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.15719950199127197},{"id":"https://openalex.org/C1667742","wikidata":"https://www.wikidata.org/wiki/Q10927554","display_name":"Image retrieval","level":3,"score":0.12945228815078735},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.11049401760101318},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0},{"id":"https://openalex.org/C36289849","wikidata":"https://www.wikidata.org/wiki/Q34749","display_name":"Social science","level":1,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1145/1961209.1961213","is_oa":false,"landing_page_url":"https://doi.org/10.1145/1961209.1961213","pdf_url":null,"source":{"id":"https://openalex.org/S4394735545","display_name":"ACM Transactions on Information Systems","issn_l":"1046-8188","issn":["1046-8188","1558-2868"],"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":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Transactions on Information Systems","raw_type":"journal-article"},{"id":"pmh:oai:CiteSeerX.psu:10.1.1.852.7020","is_oa":false,"landing_page_url":"http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.852.7020","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://iris.usc.edu/people/yangbo/papers/TOIS11.pdf","raw_type":"text"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":45,"referenced_works":["https://openalex.org/W22751559","https://openalex.org/W116955694","https://openalex.org/W123942013","https://openalex.org/W281665770","https://openalex.org/W1660390307","https://openalex.org/W1917458468","https://openalex.org/W1982091206","https://openalex.org/W2005257141","https://openalex.org/W2005422315","https://openalex.org/W2017279832","https://openalex.org/W2022037822","https://openalex.org/W2033455808","https://openalex.org/W2034927834","https://openalex.org/W2039899121","https://openalex.org/W2042294243","https://openalex.org/W2056021151","https://openalex.org/W2066768226","https://openalex.org/W2081495776","https://openalex.org/W2089150756","https://openalex.org/W2092485668","https://openalex.org/W2099216531","https://openalex.org/W2099968307","https://openalex.org/W2101498401","https://openalex.org/W2107478203","https://openalex.org/W2111993661","https://openalex.org/W2113780304","https://openalex.org/W2114017793","https://openalex.org/W2120194878","https://openalex.org/W2125880343","https://openalex.org/W2129501426","https://openalex.org/W2137117795","https://openalex.org/W2138516811","https://openalex.org/W2147069236","https://openalex.org/W2153677638","https://openalex.org/W2161984370","https://openalex.org/W2162272882","https://openalex.org/W2162993204","https://openalex.org/W2165611133","https://openalex.org/W2166083072","https://openalex.org/W2171858339","https://openalex.org/W2171960770","https://openalex.org/W2341865734","https://openalex.org/W2997709458","https://openalex.org/W3143835353","https://openalex.org/W4296262844"],"related_works":["https://openalex.org/W1555038932","https://openalex.org/W127837312","https://openalex.org/W2186352386","https://openalex.org/W2805558008","https://openalex.org/W34395504","https://openalex.org/W1587348481","https://openalex.org/W2147938865","https://openalex.org/W4366257095","https://openalex.org/W1528616482","https://openalex.org/W2128364347"],"abstract_inverted_index":{"With":[0],"Internet":[1],"delivery":[2],"of":[3,32,64,96,105,111,145,178,197,214],"video":[4,11,36,44,61,187,208],"content":[5,52,188],"surging":[6],"to":[7,17,21,91,113,126,140],"an":[8,59],"unprecedented":[9],"level,":[10],"recommendation,":[12],"which":[13,159],"suggests":[14],"relevant":[15,90,139],"videos":[16,87,106,135],"targeted":[18],"users":[19,142],"according":[20],"their":[22],"historical":[23],"and":[24,54,69,81,121,166,172,189,210],"current":[25,92,141],"viewings":[26],"or":[27],"preferences,":[28],"has":[29],"become":[30],"one":[31,177],"most":[33],"pervasive":[34],"online":[35,60],"services.":[37],"This":[38],"article":[39],"presents":[40],"a":[41,114,131,154,194,205],"novel":[42],"contextual":[43,183],"recommendation":[45,184],"system,":[46],"called":[47],"VideoReach,":[48],"based":[49],"on":[50],"multimodal":[51,97,164],"relevance":[53,165,170],"user":[55,146,149,167,190,198],"feedback.":[56],"We":[57,99,151,201],"consider":[58,101],"usually":[62],"consists":[63],"different":[65,103,109,119,124],"modalities":[66,122],"(i.e.,":[67,148],"visual":[68],"audio":[70],"track,":[71],"as":[72,74,78,116,118],"well":[73,117],"associated":[75],"texts":[76],"such":[77],"query,":[79],"keywords,":[80],"surrounding":[82],"text).":[83],"Therefore,":[84],"the":[85,127,133,179,212],"recommended":[86,134],"should":[88,136],"be":[89,138],"viewing":[93],"in":[94,143],"terms":[95,144],"relevance.":[98,129],"also":[100,137],"that":[102],"parts":[104],"are":[107],"with":[108],"degrees":[110],"interest":[112],"user,":[115],"features":[120],"have":[123],"contributions":[125],"overall":[128],"As":[130],"result,":[132],"feedback":[147,168,171],"click-through).":[150],"then":[152],"design":[153],"unified":[155],"framework":[156],"for":[157],"VideoReach":[158,175],"can":[160],"seamlessly":[161],"integrate":[162],"both":[163],"by":[169,186],"attention":[173],"fusion.":[174],"represents":[176],"first":[180],"attempts":[181],"toward":[182],"driven":[185],"click-through,":[191],"without":[192],"assuming":[193],"sufficient":[195],"collection":[196],"profiles":[199],"available.":[200],"conducted":[202],"experiments":[203],"over":[204],"large-scale":[206],"real-world":[207],"data":[209],"reported":[211],"effectiveness":[213],"VideoReach.":[215]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":6},{"year":2024,"cited_by_count":10},{"year":2023,"cited_by_count":4},{"year":2022,"cited_by_count":11},{"year":2021,"cited_by_count":10},{"year":2020,"cited_by_count":6},{"year":2019,"cited_by_count":10},{"year":2018,"cited_by_count":12},{"year":2017,"cited_by_count":8},{"year":2016,"cited_by_count":8},{"year":2015,"cited_by_count":8},{"year":2014,"cited_by_count":6},{"year":2013,"cited_by_count":7},{"year":2012,"cited_by_count":6}],"updated_date":"2026-04-05T17:49:38.594831","created_date":"2025-10-10T00:00:00"}
