{"id":"https://openalex.org/W7108737224","doi":"https://doi.org/10.5281/zenodo.17811431","title":"Enhancing Music Recommender Systems with Multimedia Content: A Context-Aware Approach","display_name":"Enhancing Music Recommender Systems with Multimedia Content: A Context-Aware Approach","publication_year":2025,"publication_date":"2025-09-21","ids":{"openalex":"https://openalex.org/W7108737224","doi":"https://doi.org/10.5281/zenodo.17811431"},"language":null,"primary_location":{"id":"doi:10.5281/zenodo.17811431","is_oa":true,"landing_page_url":"https://doi.org/10.5281/zenodo.17811431","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"ConferencePaper"},"type":"conference-paper","indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doi.org/10.5281/zenodo.17811431","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":null,"display_name":"Oleg Lesota","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Oleg Lesota","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":null,"display_name":"Veronica Clavijo","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Veronica Clavijo","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":null,"display_name":"Attia Rizwani","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Attia Rizwani","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":null,"display_name":"Markus Schedl","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Markus Schedl","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":null,"display_name":"Bruce Ferwerda","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Bruce Ferwerda","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10203","display_name":"Recommender Systems and Techniques","score":0.3019999861717224,"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":0.3019999861717224,"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/T11309","display_name":"Music and Audio Processing","score":0.2037000060081482,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/T10788","display_name":"Neuroscience and Music Perception","score":0.11599999666213989,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/personalization","display_name":"Personalization","score":0.8664000034332275},{"id":"https://openalex.org/keywords/recommender-system","display_name":"Recommender system","score":0.6398000121116638},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.5874999761581421},{"id":"https://openalex.org/keywords/usability","display_name":"Usability","score":0.38199999928474426},{"id":"https://openalex.org/keywords/musical","display_name":"Musical","score":0.3278000056743622}],"concepts":[{"id":"https://openalex.org/C183003079","wikidata":"https://www.wikidata.org/wiki/Q1000371","display_name":"Personalization","level":2,"score":0.8664000034332275},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.680400013923645},{"id":"https://openalex.org/C557471498","wikidata":"https://www.wikidata.org/wiki/Q554950","display_name":"Recommender system","level":2,"score":0.6398000121116638},{"id":"https://openalex.org/C49774154","wikidata":"https://www.wikidata.org/wiki/Q131765","display_name":"Multimedia","level":1,"score":0.6169999837875366},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.5874999761581421},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.4307999908924103},{"id":"https://openalex.org/C170130773","wikidata":"https://www.wikidata.org/wiki/Q216378","display_name":"Usability","level":2,"score":0.38199999928474426},{"id":"https://openalex.org/C558565934","wikidata":"https://www.wikidata.org/wiki/Q2743","display_name":"Musical","level":2,"score":0.3278000056743622},{"id":"https://openalex.org/C201025465","wikidata":"https://www.wikidata.org/wiki/Q11248500","display_name":"User experience design","level":2,"score":0.3061999976634979},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.2874999940395355},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.25949999690055847},{"id":"https://openalex.org/C21569690","wikidata":"https://www.wikidata.org/wiki/Q94702","display_name":"Collaborative filtering","level":3,"score":0.25429999828338623}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.5281/zenodo.17811431","is_oa":true,"landing_page_url":"https://doi.org/10.5281/zenodo.17811431","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"ConferencePaper"}],"best_oa_location":{"id":"doi:10.5281/zenodo.17811431","is_oa":true,"landing_page_url":"https://doi.org/10.5281/zenodo.17811431","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"ConferencePaper"},"sustainable_development_goals":[{"display_name":"Industry, innovation and infrastructure","score":0.5099964737892151,"id":"https://metadata.un.org/sdg/9"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"The":[0,155],"evolution":[1],"of":[2,39,47,132],"the":[3,37,45,51,82,123],"music":[4,15],"industry":[5],"has":[6],"introduced":[7],"multimedia":[8,40],"elements\u2014such":[9],"as":[10,91],"video,":[11],"text,":[12],"and":[13,50,53,60,79,98,136,163],"images\u2014into":[14],"consumption.":[16],"However,":[17],"current":[18],"Music":[19,109,115,125],"Recommender":[20],"Systems":[21],"(MRSs)":[22],"remain":[23],"predominantly":[24],"audio-focused,":[25],"requiring":[26],"explicit":[27],"user":[28,104,148],"interaction":[29],"to":[30,138,158],"access":[31],"additional":[32],"media.":[33],"This":[34],"study":[35,64,105,156],"explores":[36],"integration":[38],"content":[41],"into":[42],"MRSs,":[43],"considering":[44],"role":[46],"contextual":[48],"activities":[49,86],"Uses":[52],"Gratifications":[54],"(U&Gs)":[55],"framework":[56],"in":[57],"enhancing":[58],"personalization":[59],"engagement.":[61],"A":[62,102],"diary":[63],"with":[65,75,112,152],"26":[66],"participants":[67,121],"over":[68],"one":[69],"week":[70],"identified":[71],"nine":[72],"key":[73],"activities,":[74],"Household":[76],"Chores,":[77],"Workout,":[78],"Focusing":[80],"being":[81],"most":[83],"relevant.":[84],"These":[85,140],"revealed":[87],"novel":[88],"U&Gs":[89],"such":[90],"\"For":[92,94,96],"Preference\",":[93],"Convenience\",":[95],"Discovery\",":[97],"\"To":[99],"Get":[100],"Distracted\".":[101],"subsequent":[103],"compared":[106],"a":[107,113],"Basic":[108],"App":[110,116,126],"(audio-only)":[111],"Modified":[114,124],"(multimedia-enhanced).":[117],"Results":[118],"showed":[119],"that":[120,143],"preferred":[122],"across":[127],"five":[128],"constructs:":[129],"novelty,":[130],"ease":[131],"use,":[133],"usefulness,":[134],"satisfaction,":[135],"intention":[137],"use.":[139],"findings":[141],"suggest":[142],"multimedia-enhanced":[144],"recommendations":[145],"can":[146],"improve":[147],"experience":[149],"by":[150],"aligning":[151],"activity-specific":[153],"preferences.":[154],"contributes":[157],"research":[159],"on":[160],"personalized":[161],"MRSs":[162],"offers":[164],"insights":[165],"for":[166],"developing":[167],"context-aware,":[168],"multimedia-driven":[169],"recommendations.":[170]},"counts_by_year":[],"updated_date":"2026-07-01T06:00:48.157686","created_date":"2025-12-05T00:00:00"}
