{"id":"https://openalex.org/W2982503677","doi":"https://doi.org/10.1109/smap.2019.8864912","title":"Predicting Movie Popularity and Ratings with Visual Features","display_name":"Predicting Movie Popularity and Ratings with Visual Features","publication_year":2019,"publication_date":"2019-06-01","ids":{"openalex":"https://openalex.org/W2982503677","doi":"https://doi.org/10.1109/smap.2019.8864912","mag":"2982503677"},"language":"en","primary_location":{"id":"doi:10.1109/smap.2019.8864912","is_oa":false,"landing_page_url":"https://doi.org/10.1109/smap.2019.8864912","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 14th International Workshop on Semantic and Social Media Adaptation and Personalization (SMAP)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://repozitorij.upr.si/IzpisGradiva.php?id=12412","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5023256605","display_name":"Farshad Bakhshandegan Moghaddam","orcid":null},"institutions":[{"id":"https://openalex.org/I102335020","display_name":"Karlsruhe Institute of Technology","ror":"https://ror.org/04t3en479","country_code":"DE","type":"education","lineage":["https://openalex.org/I102335020","https://openalex.org/I1305996414"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Farshad B. Moghaddam","raw_affiliation_strings":["Karlsruhe Institute of Technology, Karlsruhe, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Karlsruhe Institute of Technology, Karlsruhe, Germany","institution_ids":["https://openalex.org/I102335020"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5039366726","display_name":"Mehdi Elahi","orcid":"https://orcid.org/0000-0003-2203-9195"},"institutions":[{"id":"https://openalex.org/I171543936","display_name":"Free University of Bozen-Bolzano","ror":"https://ror.org/012ajp527","country_code":"IT","type":"education","lineage":["https://openalex.org/I171543936"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Mehdi Elahi","raw_affiliation_strings":["Free University of Bozen-Bolzano, Bozen - Bolzano, Italy","Free University of Bozen-Bolzano,,,Bozen - Bolzano,,Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Free University of Bozen-Bolzano, Bozen - Bolzano, Italy","institution_ids":["https://openalex.org/I171543936"]},{"raw_affiliation_string":"Free University of Bozen-Bolzano,,,Bozen - Bolzano,,Italy","institution_ids":["https://openalex.org/I171543936"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100758253","display_name":"M. Reza Hosseini","orcid":"https://orcid.org/0000-0001-8675-736X"},"institutions":[{"id":"https://openalex.org/I4210106073","display_name":"Vaillant (Germany)","ror":"https://ror.org/0108txz43","country_code":"DE","type":"company","lineage":["https://openalex.org/I4210106073"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Reza Hosseini","raw_affiliation_strings":["Vaillant Business Services, Remscheid, Germany","Vaillant Business Services,,,Remscheid,,Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Vaillant Business Services, Remscheid, Germany","institution_ids":["https://openalex.org/I4210106073"]},{"raw_affiliation_string":"Vaillant Business Services,,,Remscheid,,Germany","institution_ids":["https://openalex.org/I4210106073"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068502672","display_name":"Christoph Trattner","orcid":"https://orcid.org/0000-0002-1193-0508"},"institutions":[{"id":"https://openalex.org/I4432739","display_name":"University of Bergen","ror":"https://ror.org/03zga2b32","country_code":"NO","type":"education","lineage":["https://openalex.org/I4432739"]}],"countries":["NO"],"is_corresponding":false,"raw_author_name":"Christoph Trattner","raw_affiliation_strings":["University of Bergen, Bergen, Norway","[University of Bergen, Bergen, Norway]"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Bergen, Bergen, Norway","institution_ids":["https://openalex.org/I4432739"]},{"raw_affiliation_string":"[University of Bergen, Bergen, Norway]","institution_ids":["https://openalex.org/I4432739"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5076643067","display_name":"Marko Tkal\u010di\u010d","orcid":"https://orcid.org/0000-0002-0831-5512"},"institutions":[{"id":"https://openalex.org/I171543936","display_name":"Free University of Bozen-Bolzano","ror":"https://ror.org/012ajp527","country_code":"IT","type":"education","lineage":["https://openalex.org/I171543936"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Marko Tkalcic","raw_affiliation_strings":["Free University of Bozen-Bolzano, Bozen - Bolzano, Italy","Free University of Bozen-Bolzano,,,Bozen - Bolzano,,Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Free University of Bozen-Bolzano, Bozen - Bolzano, Italy","institution_ids":["https://openalex.org/I171543936"]},{"raw_affiliation_string":"Free University of Bozen-Bolzano,,,Bozen - Bolzano,,Italy","institution_ids":["https://openalex.org/I171543936"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.6101,"has_fulltext":false,"cited_by_count":11,"citation_normalized_percentile":{"value":0.73119499,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11439","display_name":"Video Analysis and Summarization","score":0.987500011920929,"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/T11439","display_name":"Video Analysis and Summarization","score":0.987500011920929,"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/T11165","display_name":"Image and Video Quality Assessment","score":0.972000002861023,"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/T10758","display_name":"Cinema and Media Studies","score":0.9664000272750854,"subfield":{"id":"https://openalex.org/subfields/2002","display_name":"Economics and Econometrics"},"field":{"id":"https://openalex.org/fields/20","display_name":"Economics, Econometrics and Finance"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/popularity","display_name":"Popularity","score":0.9776555895805359},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8271777629852295},{"id":"https://openalex.org/keywords/attractiveness","display_name":"Attractiveness","score":0.795910120010376},{"id":"https://openalex.org/keywords/recommender-system","display_name":"Recommender system","score":0.7461093664169312},{"id":"https://openalex.org/keywords/baseline","display_name":"Baseline (sea)","score":0.6604896187782288},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.4472997188568115},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.36411622166633606}],"concepts":[{"id":"https://openalex.org/C2780586970","wikidata":"https://www.wikidata.org/wiki/Q1357284","display_name":"Popularity","level":2,"score":0.9776555895805359},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8271777629852295},{"id":"https://openalex.org/C31173074","wikidata":"https://www.wikidata.org/wiki/Q2632514","display_name":"Attractiveness","level":2,"score":0.795910120010376},{"id":"https://openalex.org/C557471498","wikidata":"https://www.wikidata.org/wiki/Q554950","display_name":"Recommender system","level":2,"score":0.7461093664169312},{"id":"https://openalex.org/C12725497","wikidata":"https://www.wikidata.org/wiki/Q810247","display_name":"Baseline (sea)","level":2,"score":0.6604896187782288},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.4472997188568115},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.36411622166633606},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","level":1,"score":0.0},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.0},{"id":"https://openalex.org/C11171543","wikidata":"https://www.wikidata.org/wiki/Q41630","display_name":"Psychoanalysis","level":1,"score":0.0},{"id":"https://openalex.org/C111368507","wikidata":"https://www.wikidata.org/wiki/Q43518","display_name":"Oceanography","level":1,"score":0.0},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/smap.2019.8864912","is_oa":false,"landing_page_url":"https://doi.org/10.1109/smap.2019.8864912","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 14th International Workshop on Semantic and Social Media Adaptation and Personalization (SMAP)","raw_type":"proceedings-article"},{"id":"pmh:oai:repozitorij.upr.si:IzpisGradiva.php?id=12412","is_oa":true,"landing_page_url":"https://repozitorij.upr.si/IzpisGradiva.php?id=12412","pdf_url":null,"source":{"id":"https://openalex.org/S4377196486","display_name":"Repository of the University of Primorsk (University of Primorska)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I118905719","host_organization_name":"University of Primorska","host_organization_lineage":["https://openalex.org/I118905719"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ISBN: 978-1-7281-3634-9","raw_type":"info:eu-repo/semantics/publishedVersion"}],"best_oa_location":{"id":"pmh:oai:repozitorij.upr.si:IzpisGradiva.php?id=12412","is_oa":true,"landing_page_url":"https://repozitorij.upr.si/IzpisGradiva.php?id=12412","pdf_url":null,"source":{"id":"https://openalex.org/S4377196486","display_name":"Repository of the University of Primorsk (University of Primorska)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I118905719","host_organization_name":"University of Primorska","host_organization_lineage":["https://openalex.org/I118905719"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ISBN: 978-1-7281-3634-9","raw_type":"info:eu-repo/semantics/publishedVersion"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":36,"referenced_works":["https://openalex.org/W2007528787","https://openalex.org/W2009415795","https://openalex.org/W2011793529","https://openalex.org/W2012967345","https://openalex.org/W2020615055","https://openalex.org/W2037970810","https://openalex.org/W2046974451","https://openalex.org/W2061069417","https://openalex.org/W2062261051","https://openalex.org/W2101234009","https://openalex.org/W2102841071","https://openalex.org/W2107383413","https://openalex.org/W2113615606","https://openalex.org/W2154851929","https://openalex.org/W2219888463","https://openalex.org/W2338447355","https://openalex.org/W2401180881","https://openalex.org/W2410819574","https://openalex.org/W2714662765","https://openalex.org/W2750434199","https://openalex.org/W2768348081","https://openalex.org/W2808573650","https://openalex.org/W2850472811","https://openalex.org/W2902325479","https://openalex.org/W2963513885","https://openalex.org/W3105116712","https://openalex.org/W3105117297","https://openalex.org/W3125952634","https://openalex.org/W6675354045","https://openalex.org/W6682876959","https://openalex.org/W6713194251","https://openalex.org/W6745609711","https://openalex.org/W6756292852","https://openalex.org/W6765818983","https://openalex.org/W6785646816","https://openalex.org/W6917172014"],"related_works":["https://openalex.org/W2181579496","https://openalex.org/W2080763526","https://openalex.org/W2968745142","https://openalex.org/W2809363009","https://openalex.org/W1992013232","https://openalex.org/W3102755086","https://openalex.org/W2133515697","https://openalex.org/W2939189438","https://openalex.org/W2868400550","https://openalex.org/W3186016112"],"abstract_inverted_index":{"In":[0,35],"Movie":[1],"Recommender":[2],"Systems,":[3],"when":[4],"a":[5,37,86,112,158],"new":[6,50,62],"user":[7,82],"registers":[8],"to":[9,28,48,57,60,138,185],"the":[10,22,49,61,70,77,89,100,103,117,131,143,148,152,169,186],"system":[11,23],"and":[12],"she":[13],"has":[14],"not":[15,25,141],"yet":[16],"provided":[17,84],"any":[18],"information":[19],"about":[20],"her,":[21],"may":[24],"be":[26,58,136],"able":[27],"generate":[29],"personalized":[30],"recommendations":[31],"for":[32,68,115],"that":[33,168],"user.":[34,51],"such":[36],"Cold":[38],"Start":[39],"situation,":[40],"many":[41],"real-world":[42],"recommender":[43],"systems":[44],"suggest":[45],"popular":[46],"movies":[47,53,104,165,182],"Such":[52],"are":[54],"very":[55,65],"likely":[56],"interesting":[59],"users.":[63,91],"A":[64],"common":[66,107],"approach":[67,172],"measuring":[69],"movie":[71,132,144],"popularity":[72,101,118,145],"is":[73,123],"based":[74,124],"on":[75,125,157],"counting":[76],"number":[78],"of":[79,88,102,119,130,151,161,181],"ratings":[80],"(as":[81],"votes)":[83],"by":[85,176],"community":[87],"existing":[90],"However,":[92],"in":[93,183],"certain":[94],"cases,":[95],"we":[96],"cannot":[97],"properly":[98],"measure":[99],"with":[105],"this":[106],"approach.":[108],"This":[109],"paper":[110],"proposes":[111],"novel":[113],"method":[114,122],"predicting":[116],"movies.":[120],"The":[121],"hybrid":[126,171],"visually-driven":[127],"features,":[128],"representative":[129],"content,":[133],"which":[134],"can":[135],"used":[137],"effectively":[139],"predict":[140],"only":[142],"but":[146],"also":[147],"average":[149],"rating":[150],"movie.":[153],"Our":[154],"extensive":[155],"experiments":[156],"large":[159],"dataset":[160],"more":[162],"than":[163],"13'000":[164],"trailers":[166],"show":[167],"proposed":[170],"achieves":[173],"promising":[174],"results":[175],"exploiting":[177],"visual":[178],"Attractiveness":[179],"features":[180],"comparison":[184],"other":[187],"baseline":[188],"features.":[189]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":3},{"year":2019,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}