{"id":"https://openalex.org/W2099585577","doi":"https://doi.org/10.1145/1646396.1646433","title":"Enriching user profiling with affective features for the improvement of a multimodal recommender system","display_name":"Enriching user profiling with affective features for the improvement of a multimodal recommender system","publication_year":2009,"publication_date":"2009-07-08","ids":{"openalex":"https://openalex.org/W2099585577","doi":"https://doi.org/10.1145/1646396.1646433","mag":"2099585577"},"language":"en","primary_location":{"id":"doi:10.1145/1646396.1646433","is_oa":false,"landing_page_url":"https://doi.org/10.1145/1646396.1646433","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the ACM International Conference on Image and Video Retrieval","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/A5015760420","display_name":"Ioannis Arapakis","orcid":"https://orcid.org/0000-0003-2528-6597"},"institutions":[{"id":"https://openalex.org/I7882870","display_name":"University of Glasgow","ror":"https://ror.org/00vtgdb53","country_code":"GB","type":"education","lineage":["https://openalex.org/I7882870"]}],"countries":["GB"],"is_corresponding":true,"raw_author_name":"Ioannis Arapakis","raw_affiliation_strings":["University of Glasgow, Lilybank Gardens, Glasgow","University of Glasgow, Lilybank, Gardens Glasgow"],"affiliations":[{"raw_affiliation_string":"University of Glasgow, Lilybank Gardens, Glasgow","institution_ids":["https://openalex.org/I7882870"]},{"raw_affiliation_string":"University of Glasgow, Lilybank, Gardens Glasgow","institution_ids":["https://openalex.org/I7882870"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5059100610","display_name":"Yashar Moshfeghi","orcid":"https://orcid.org/0000-0003-4186-1088"},"institutions":[{"id":"https://openalex.org/I7882870","display_name":"University of Glasgow","ror":"https://ror.org/00vtgdb53","country_code":"GB","type":"education","lineage":["https://openalex.org/I7882870"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Yashar Moshfeghi","raw_affiliation_strings":["University of Glasgow, Lilybank Gardens, Glasgow","University of Glasgow, Lilybank, Gardens Glasgow"],"affiliations":[{"raw_affiliation_string":"University of Glasgow, Lilybank Gardens, Glasgow","institution_ids":["https://openalex.org/I7882870"]},{"raw_affiliation_string":"University of Glasgow, Lilybank, Gardens Glasgow","institution_ids":["https://openalex.org/I7882870"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5017282307","display_name":"Hideo Joho","orcid":"https://orcid.org/0000-0002-6611-652X"},"institutions":[{"id":"https://openalex.org/I7882870","display_name":"University of Glasgow","ror":"https://ror.org/00vtgdb53","country_code":"GB","type":"education","lineage":["https://openalex.org/I7882870"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Hideo Joho","raw_affiliation_strings":["University of Glasgow, Lilybank Gardens, Glasgow","University of Glasgow, Lilybank, Gardens Glasgow"],"affiliations":[{"raw_affiliation_string":"University of Glasgow, Lilybank Gardens, Glasgow","institution_ids":["https://openalex.org/I7882870"]},{"raw_affiliation_string":"University of Glasgow, Lilybank, Gardens Glasgow","institution_ids":["https://openalex.org/I7882870"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5108420402","display_name":"Reede Ren","orcid":null},"institutions":[{"id":"https://openalex.org/I7882870","display_name":"University of Glasgow","ror":"https://ror.org/00vtgdb53","country_code":"GB","type":"education","lineage":["https://openalex.org/I7882870"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Reede Ren","raw_affiliation_strings":["University of Glasgow, Lilybank Gardens, Glasgow","University of Glasgow, Lilybank, Gardens Glasgow"],"affiliations":[{"raw_affiliation_string":"University of Glasgow, Lilybank Gardens, Glasgow","institution_ids":["https://openalex.org/I7882870"]},{"raw_affiliation_string":"University of Glasgow, Lilybank, Gardens Glasgow","institution_ids":["https://openalex.org/I7882870"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000825345","display_name":"David M. Hannah","orcid":"https://orcid.org/0000-0003-1714-1240"},"institutions":[{"id":"https://openalex.org/I7882870","display_name":"University of Glasgow","ror":"https://ror.org/00vtgdb53","country_code":"GB","type":"education","lineage":["https://openalex.org/I7882870"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"David Hannah","raw_affiliation_strings":["University of Glasgow, Lilybank Gardens, Glasgow","University of Glasgow, Lilybank, Gardens Glasgow"],"affiliations":[{"raw_affiliation_string":"University of Glasgow, Lilybank Gardens, Glasgow","institution_ids":["https://openalex.org/I7882870"]},{"raw_affiliation_string":"University of Glasgow, Lilybank, Gardens Glasgow","institution_ids":["https://openalex.org/I7882870"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5069702331","display_name":"Joemon M. Jose","orcid":"https://orcid.org/0000-0001-9228-1759"},"institutions":[{"id":"https://openalex.org/I7882870","display_name":"University of Glasgow","ror":"https://ror.org/00vtgdb53","country_code":"GB","type":"education","lineage":["https://openalex.org/I7882870"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Joemon M. Jose","raw_affiliation_strings":["University of Glasgow, Lilybank Gardens, Glasgow","University of Glasgow, Lilybank, Gardens Glasgow"],"affiliations":[{"raw_affiliation_string":"University of Glasgow, Lilybank Gardens, Glasgow","institution_ids":["https://openalex.org/I7882870"]},{"raw_affiliation_string":"University of Glasgow, Lilybank, Gardens Glasgow","institution_ids":["https://openalex.org/I7882870"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5015760420"],"corresponding_institution_ids":["https://openalex.org/I7882870"],"apc_list":null,"apc_paid":null,"fwci":8.5395,"has_fulltext":false,"cited_by_count":49,"citation_normalized_percentile":{"value":0.97503556,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"8"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10203","display_name":"Recommender Systems and Techniques","score":0.9993000030517578,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/T10203","display_name":"Recommender Systems and Techniques","score":0.9993000030517578,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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":0.9991999864578247,"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/T10824","display_name":"Image Retrieval and Classification Techniques","score":0.9987000226974487,"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/recommender-system","display_name":"Recommender system","score":0.9080045223236084},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8345271348953247},{"id":"https://openalex.org/keywords/exploit","display_name":"Exploit","score":0.7220432162284851},{"id":"https://openalex.org/keywords/profiling","display_name":"Profiling (computer programming)","score":0.6843631267547607},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.49663716554641724},{"id":"https://openalex.org/keywords/relevance","display_name":"Relevance (law)","score":0.4919991195201874},{"id":"https://openalex.org/keywords/variety","display_name":"Variety (cybernetics)","score":0.4636614918708801},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.43633681535720825},{"id":"https://openalex.org/keywords/user-interface","display_name":"User interface","score":0.42066770792007446},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.39555296301841736},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.263622522354126}],"concepts":[{"id":"https://openalex.org/C557471498","wikidata":"https://www.wikidata.org/wiki/Q554950","display_name":"Recommender system","level":2,"score":0.9080045223236084},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8345271348953247},{"id":"https://openalex.org/C165696696","wikidata":"https://www.wikidata.org/wiki/Q11287","display_name":"Exploit","level":2,"score":0.7220432162284851},{"id":"https://openalex.org/C187191949","wikidata":"https://www.wikidata.org/wiki/Q1138496","display_name":"Profiling (computer programming)","level":2,"score":0.6843631267547607},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.49663716554641724},{"id":"https://openalex.org/C158154518","wikidata":"https://www.wikidata.org/wiki/Q7310970","display_name":"Relevance (law)","level":2,"score":0.4919991195201874},{"id":"https://openalex.org/C136197465","wikidata":"https://www.wikidata.org/wiki/Q1729295","display_name":"Variety (cybernetics)","level":2,"score":0.4636614918708801},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.43633681535720825},{"id":"https://openalex.org/C89505385","wikidata":"https://www.wikidata.org/wiki/Q47146","display_name":"User interface","level":2,"score":0.42066770792007446},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.39555296301841736},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.263622522354126},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"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/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"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/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1145/1646396.1646433","is_oa":false,"landing_page_url":"https://doi.org/10.1145/1646396.1646433","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the ACM International Conference on Image and Video Retrieval","raw_type":"proceedings-article"},{"id":"pmh:oai:CiteSeerX.psu:10.1.1.592.3497","is_oa":false,"landing_page_url":"http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.592.3497","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://www.slis.tsukuba.ac.jp/~hideo/_media/pub/civr09/civr09arapakis.pdf","raw_type":"text"},{"id":"pmh:oai:eprints.gla.ac.uk:39536","is_oa":false,"landing_page_url":"http://eprints.gla.ac.uk/39536/","pdf_url":null,"source":{"id":"https://openalex.org/S4210235606","display_name":"ENLIGHTEN (Jurnal Bimbingan dan Konseling Islam)","issn_l":"2622-8912","issn":["2622-8912","2622-8920"],"is_oa":false,"is_in_doaj":true,"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":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"PeerReviewed"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9","score":0.6000000238418579}],"awards":[{"id":"https://openalex.org/G7141392055","display_name":null,"funder_award_id":"FP6-033715 (MIAUCE Project)FP6-045032 (SEMEDIA project)","funder_id":"https://openalex.org/F4320334962","funder_display_name":"Sixth Framework Programme"}],"funders":[{"id":"https://openalex.org/F4320320300","display_name":"European Commission","ror":"https://ror.org/00k4n6c32"},{"id":"https://openalex.org/F4320334962","display_name":"Sixth Framework Programme","ror":"https://ror.org/00k4n6c32"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":18,"referenced_works":["https://openalex.org/W91932901","https://openalex.org/W1552007786","https://openalex.org/W1581387623","https://openalex.org/W1850444460","https://openalex.org/W1898592871","https://openalex.org/W1988962893","https://openalex.org/W2029119963","https://openalex.org/W2041649634","https://openalex.org/W2087467293","https://openalex.org/W2087499664","https://openalex.org/W2095353336","https://openalex.org/W2096131645","https://openalex.org/W2109943925","https://openalex.org/W2115517188","https://openalex.org/W2131513867","https://openalex.org/W2159094788","https://openalex.org/W2900790966","https://openalex.org/W6634977645"],"related_works":["https://openalex.org/W17155033","https://openalex.org/W3207760230","https://openalex.org/W1496222301","https://openalex.org/W1590307681","https://openalex.org/W2536018345","https://openalex.org/W4312814274","https://openalex.org/W4285370786","https://openalex.org/W2296488620","https://openalex.org/W2358353312","https://openalex.org/W2353836703"],"abstract_inverted_index":{"Recommender":[0],"systems":[1],"have":[2],"been":[3,28],"systematically":[4],"applied":[5],"in":[6,38],"industry":[7],"and":[8,24,56,62,103],"academia":[9],"to":[10,58,108,127],"help":[11],"users":[12,37],"cope":[13],"with":[14],"information":[15,106],"uncertainty.":[16],"However,":[17],"given":[18],"the":[19,22,64,119,129],"multiplicity":[20],"of":[21,54,112,131],"preferences":[23],"needs":[25],"it":[26,42],"has":[27],"shown":[29],"that":[30,45,77,118],"no":[31],"approach":[32],"is":[33,43,123],"suitable":[34],"for":[35,92],"all":[36,39],"situations.":[40],"Thus,":[41],"believed":[44],"an":[46],"effective":[47],"recommender":[48,81,90],"system":[49],"should":[50],"incorporate":[51],"a":[52,72,79,124],"variety":[53],"techniques":[55],"features":[57],"offer":[59],"valuable":[60],"recommendations":[61,111],"enhance":[63],"search":[65,75],"experience.":[66],"In":[67],"this":[68],"paper":[69],"we":[70],"propose":[71],"novel":[73],"video":[74],"interface":[76],"employs":[78],"multimodal":[80,89,120],"system,":[82],"which":[83],"can":[84],"predict":[85],"topical":[86],"relevance.":[87],"The":[88],"accounts":[91],"interaction":[93,121],"data,":[94],"contextual":[95],"information,":[96],"as":[97,99],"well":[98],"users'":[100],"affective":[101],"responses,":[102],"exploits":[104],"these":[105],"channels":[107],"provide":[109],"meaningful":[110],"unseen":[113],"videos.":[114],"Our":[115],"experiment":[116],"shows":[117],"feature":[122],"promising":[125],"way":[126],"improve":[128],"performance":[130],"recommendation.":[132]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2022,"cited_by_count":6},{"year":2021,"cited_by_count":2},{"year":2020,"cited_by_count":1},{"year":2019,"cited_by_count":2},{"year":2018,"cited_by_count":1},{"year":2017,"cited_by_count":4},{"year":2016,"cited_by_count":5},{"year":2015,"cited_by_count":4},{"year":2014,"cited_by_count":7},{"year":2013,"cited_by_count":5},{"year":2012,"cited_by_count":1}],"updated_date":"2026-04-14T08:04:32.555800","created_date":"2025-10-10T00:00:00"}