{"id":"https://openalex.org/W4380361388","doi":"https://doi.org/10.2298/csis221031041k","title":"Read between the interactions: Understanding non-interacted items for accurate multimedia recommendation","display_name":"Read between the interactions: Understanding non-interacted items for accurate multimedia recommendation","publication_year":2023,"publication_date":"2023-01-01","ids":{"openalex":"https://openalex.org/W4380361388","doi":"https://doi.org/10.2298/csis221031041k"},"language":"en","primary_location":{"id":"doi:10.2298/csis221031041k","is_oa":true,"landing_page_url":"https://doi.org/10.2298/csis221031041k","pdf_url":"http://www.doiserbia.nb.rs/ft.aspx?id=1820-02142300041K","source":{"id":"https://openalex.org/S206939107","display_name":"Computer Science and Information Systems","issn_l":"1820-0214","issn":["1820-0214","2406-1018"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310321031","host_organization_name":"ComSIS Consortium","host_organization_lineage":["https://openalex.org/P4310321031"],"host_organization_lineage_names":["ComSIS Consortium"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computer Science and Information Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"http://www.doiserbia.nb.rs/ft.aspx?id=1820-02142300041K","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100396580","display_name":"Jiyeon Kim","orcid":"https://orcid.org/0000-0001-7964-5060"},"institutions":[{"id":"https://openalex.org/I4575257","display_name":"Hanyang University","ror":"https://ror.org/046865y68","country_code":"KR","type":"education","lineage":["https://openalex.org/I4575257"]},{"id":"https://openalex.org/I93906172","display_name":"Anyang University","ror":"https://ror.org/018pdh902","country_code":"KR","type":"education","lineage":["https://openalex.org/I93906172"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Jiyeon Kim","raw_affiliation_strings":["Department of Computer Science, Hanyang University Wangsimni-ro, Seongdong-gu, Seoul, Korea","Department of Computer Science, Hanyang University 222 Wangsimni-ro, Seongdong-gu, Seoul, Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Hanyang University Wangsimni-ro, Seongdong-gu, Seoul, Korea","institution_ids":["https://openalex.org/I4575257","https://openalex.org/I93906172"]},{"raw_affiliation_string":"Department of Computer Science, Hanyang University 222 Wangsimni-ro, Seongdong-gu, Seoul, Korea","institution_ids":["https://openalex.org/I4575257","https://openalex.org/I93906172"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037986152","display_name":"Taeri Kim","orcid":"https://orcid.org/0009-0009-2748-9735"},"institutions":[{"id":"https://openalex.org/I4575257","display_name":"Hanyang University","ror":"https://ror.org/046865y68","country_code":"KR","type":"education","lineage":["https://openalex.org/I4575257"]},{"id":"https://openalex.org/I93906172","display_name":"Anyang University","ror":"https://ror.org/018pdh902","country_code":"KR","type":"education","lineage":["https://openalex.org/I93906172"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Taeri Kim","raw_affiliation_strings":["Department of Computer Science, Hanyang University Wangsimni-ro, Seongdong-gu, Seoul, Korea","Department of Computer Science, Hanyang University 222 Wangsimni-ro, Seongdong-gu, Seoul, Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Hanyang University Wangsimni-ro, Seongdong-gu, Seoul, Korea","institution_ids":["https://openalex.org/I4575257","https://openalex.org/I93906172"]},{"raw_affiliation_string":"Department of Computer Science, Hanyang University 222 Wangsimni-ro, Seongdong-gu, Seoul, Korea","institution_ids":["https://openalex.org/I4575257","https://openalex.org/I93906172"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100656150","display_name":"Sang\u2010Wook Kim","orcid":"https://orcid.org/0000-0002-6345-9084"},"institutions":[{"id":"https://openalex.org/I4575257","display_name":"Hanyang University","ror":"https://ror.org/046865y68","country_code":"KR","type":"education","lineage":["https://openalex.org/I4575257"]},{"id":"https://openalex.org/I93906172","display_name":"Anyang University","ror":"https://ror.org/018pdh902","country_code":"KR","type":"education","lineage":["https://openalex.org/I93906172"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Sang-Wook Kim","raw_affiliation_strings":["Department of Computer Science, Hanyang University Wangsimni-ro, Seongdong-gu, Seoul, Korea","Department of Computer Science, Hanyang University 222 Wangsimni-ro, Seongdong-gu, Seoul, Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Hanyang University Wangsimni-ro, Seongdong-gu, Seoul, Korea","institution_ids":["https://openalex.org/I4575257","https://openalex.org/I93906172"]},{"raw_affiliation_string":"Department of Computer Science, Hanyang University 222 Wangsimni-ro, Seongdong-gu, Seoul, Korea","institution_ids":["https://openalex.org/I4575257","https://openalex.org/I93906172"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.1954,"has_fulltext":true,"cited_by_count":2,"citation_normalized_percentile":{"value":0.42309402,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":95},"biblio":{"volume":"20","issue":"3","first_page":"933","last_page":"948"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10824","display_name":"Image Retrieval and Classification Techniques","score":0.980400025844574,"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/T10824","display_name":"Image Retrieval and Classification Techniques","score":0.980400025844574,"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/T10203","display_name":"Recommender Systems and Techniques","score":0.9801999926567078,"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/T11550","display_name":"Text and Document Classification Technologies","score":0.9678000211715698,"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/computer-science","display_name":"Computer science","score":0.9103274941444397},{"id":"https://openalex.org/keywords/recommender-system","display_name":"Recommender system","score":0.7187064290046692},{"id":"https://openalex.org/keywords/ranking","display_name":"Ranking (information retrieval)","score":0.604954719543457},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.5840645432472229},{"id":"https://openalex.org/keywords/collaborative-filtering","display_name":"Collaborative filtering","score":0.5509721636772156},{"id":"https://openalex.org/keywords/modalities","display_name":"Modalities","score":0.528367280960083},{"id":"https://openalex.org/keywords/negativity-effect","display_name":"Negativity effect","score":0.4846494793891907},{"id":"https://openalex.org/keywords/multimedia","display_name":"Multimedia","score":0.41082531213760376}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.9103274941444397},{"id":"https://openalex.org/C557471498","wikidata":"https://www.wikidata.org/wiki/Q554950","display_name":"Recommender system","level":2,"score":0.7187064290046692},{"id":"https://openalex.org/C189430467","wikidata":"https://www.wikidata.org/wiki/Q7293293","display_name":"Ranking (information retrieval)","level":2,"score":0.604954719543457},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.5840645432472229},{"id":"https://openalex.org/C21569690","wikidata":"https://www.wikidata.org/wiki/Q94702","display_name":"Collaborative filtering","level":3,"score":0.5509721636772156},{"id":"https://openalex.org/C2779903281","wikidata":"https://www.wikidata.org/wiki/Q6888026","display_name":"Modalities","level":2,"score":0.528367280960083},{"id":"https://openalex.org/C7453019","wikidata":"https://www.wikidata.org/wiki/Q16254302","display_name":"Negativity effect","level":2,"score":0.4846494793891907},{"id":"https://openalex.org/C49774154","wikidata":"https://www.wikidata.org/wiki/Q131765","display_name":"Multimedia","level":1,"score":0.41082531213760376},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.0},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","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/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.2298/csis221031041k","is_oa":true,"landing_page_url":"https://doi.org/10.2298/csis221031041k","pdf_url":"http://www.doiserbia.nb.rs/ft.aspx?id=1820-02142300041K","source":{"id":"https://openalex.org/S206939107","display_name":"Computer Science and Information Systems","issn_l":"1820-0214","issn":["1820-0214","2406-1018"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310321031","host_organization_name":"ComSIS Consortium","host_organization_lineage":["https://openalex.org/P4310321031"],"host_organization_lineage_names":["ComSIS Consortium"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computer Science and Information Systems","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.2298/csis221031041k","is_oa":true,"landing_page_url":"https://doi.org/10.2298/csis221031041k","pdf_url":"http://www.doiserbia.nb.rs/ft.aspx?id=1820-02142300041K","source":{"id":"https://openalex.org/S206939107","display_name":"Computer Science and Information Systems","issn_l":"1820-0214","issn":["1820-0214","2406-1018"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310321031","host_organization_name":"ComSIS Consortium","host_organization_lineage":["https://openalex.org/P4310321031"],"host_organization_lineage_names":["ComSIS Consortium"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computer Science and Information Systems","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Quality Education","score":0.6800000071525574,"id":"https://metadata.un.org/sdg/4"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320322006","display_name":"Ministry of Culture, Sports and Tourism","ror":"https://ror.org/02fkk6k65"},{"id":"https://openalex.org/F4320323890","display_name":"Korea Creative Content Agency","ror":"https://ror.org/036vyg793"}],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4380361388.pdf"},"referenced_works_count":42,"referenced_works":["https://openalex.org/W39762900","https://openalex.org/W1720514416","https://openalex.org/W1966553486","https://openalex.org/W2042281163","https://openalex.org/W2124187902","https://openalex.org/W2143612262","https://openalex.org/W2286085333","https://openalex.org/W2423263085","https://openalex.org/W2484219422","https://openalex.org/W2515144511","https://openalex.org/W2583674722","https://openalex.org/W2604438604","https://openalex.org/W2608937917","https://openalex.org/W2618530766","https://openalex.org/W2740920897","https://openalex.org/W2742143754","https://openalex.org/W2767724106","https://openalex.org/W2783272285","https://openalex.org/W2783279085","https://openalex.org/W2788497793","https://openalex.org/W2789140426","https://openalex.org/W2789876780","https://openalex.org/W2908054697","https://openalex.org/W2962712142","https://openalex.org/W2963655167","https://openalex.org/W2964258748","https://openalex.org/W2969960436","https://openalex.org/W2970641574","https://openalex.org/W2982108874","https://openalex.org/W3035285834","https://openalex.org/W3074294484","https://openalex.org/W3093002391","https://openalex.org/W3099790621","https://openalex.org/W3133578111","https://openalex.org/W3192113933","https://openalex.org/W3205778609","https://openalex.org/W4206914189","https://openalex.org/W4212975546","https://openalex.org/W4212986650","https://openalex.org/W4289546300","https://openalex.org/W4306317674","https://openalex.org/W4306317679"],"related_works":["https://openalex.org/W1484355083","https://openalex.org/W2772628444","https://openalex.org/W4220714703","https://openalex.org/W2735929803","https://openalex.org/W2170391450","https://openalex.org/W2098758514","https://openalex.org/W3008845055","https://openalex.org/W2041004656","https://openalex.org/W135044020","https://openalex.org/W4376854386"],"abstract_inverted_index":{"This":[0],"paper":[1,60],"addresses":[2],"the":[3,23,34,41,56,70,106,112,126,141,166],"problem":[4],"of":[5,19,37,44,73,80,86,168],"multimedia":[6,11,28,146,181],"recommendation":[7,147,154],"that":[8,32,62,103,124],"additionally":[9],"utilizes":[10],"data,":[12],"such":[13],"as":[14,49,115],"visual":[15],"and":[16,92,136,176],"textual":[17],"modalities":[18],"items":[20,36,66,79,87,108,138],"along":[21],"with":[22,88,133,160],"user-item":[24],"interaction":[25],"information.":[26],"Existing":[27],"recommender":[29,182],"systems":[30],"assume":[31],"all":[33,140],"non-interacted":[35,65,78],"a":[38,63,81,98],"user":[39,82],"have":[40,69],"same":[42,71],"degree":[43,72],"negativity,":[45],"thus":[46],"regarding":[47],"them":[48],"candidates":[50,116],"for":[51,117],"negative":[52,100,118],"samples":[53],"when":[54],"training":[55],"model.":[57],"However,":[58],"this":[59],"claims":[61],"user?s":[64],"do":[67],"not":[68],"negativity.":[74],"We":[75],"classify":[76],"these":[77],"into":[83],"two":[84],"kinds":[85],"different":[89],"characteristics:":[90],"unknown":[91,113,135],"uninteresting":[93,107,137],"items.":[94],"Then,":[95],"we":[96,122,164],"propose":[97],"novel":[99],"sampling":[101],"technique":[102],"only":[104],"considers":[105],"(i.e.,":[109,139],"rather":[110],"than":[111],"items)":[114,143],"samples.":[119],"In":[120],"addition,":[121],"show":[123,165],"using":[125],"multiple":[127],"Bayesian":[128],"personalized":[129],"ranking":[130],"(BPR)":[131],"losses":[132],"both":[134],"noninteracted":[142],"in":[144,152],"existing":[145],"methods":[148],"is":[149],"very":[150],"effective":[151],"improving":[153],"accuracy.":[155],"By":[156],"conducting":[157],"extensive":[158],"experiments":[159],"three":[161],"real-world":[162],"datasets,":[163],"superiority":[167],"our":[169],"ideas.":[170],"Our":[171],"ideas":[172],"can":[173],"be":[174],"easily":[175],"orthogonally":[177],"applied":[178],"to":[179],"any":[180],"systems.":[183]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1}],"updated_date":"2026-07-22T07:51:19.307946","created_date":"2025-10-10T00:00:00"}
