{"id":"https://openalex.org/W2989925076","doi":"https://doi.org/10.1142/s2196888820500049","title":"A Personalized Music Recommender System Using User Contents, Music Contents and Preference Ratings","display_name":"A Personalized Music Recommender System Using User Contents, Music Contents and Preference Ratings","publication_year":2019,"publication_date":"2019-11-19","ids":{"openalex":"https://openalex.org/W2989925076","doi":"https://doi.org/10.1142/s2196888820500049","mag":"2989925076"},"language":"en","primary_location":{"id":"doi:10.1142/s2196888820500049","is_oa":true,"landing_page_url":"https://doi.org/10.1142/s2196888820500049","pdf_url":null,"source":{"id":"https://openalex.org/S2486636169","display_name":"Vietnam Journal of Computer Science","issn_l":"2196-8888","issn":["2196-8888","2196-8896"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319815","host_organization_name":"World Scientific","host_organization_lineage":["https://openalex.org/P4310319815"],"host_organization_lineage_names":["World Scientific"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Vietnam Journal of Computer Science","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://doi.org/10.1142/s2196888820500049","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5008185438","display_name":"Ja-Hwung Su","orcid":"https://orcid.org/0000-0003-1236-7208"},"institutions":[{"id":"https://openalex.org/I91951123","display_name":"Cheng Shiu University","ror":"https://ror.org/011bdtx65","country_code":"TW","type":"education","lineage":["https://openalex.org/I91951123"]}],"countries":["TW"],"is_corresponding":true,"raw_author_name":"Ja-Hwung Su","raw_affiliation_strings":["Department of Information Management, Cheng Shiu University, Kaohsiung, Taiwan"],"affiliations":[{"raw_affiliation_string":"Department of Information Management, Cheng Shiu University, Kaohsiung, Taiwan","institution_ids":["https://openalex.org/I91951123"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5003046191","display_name":"Chu-Yu Chin","orcid":null},"institutions":[{"id":"https://openalex.org/I92172085","display_name":"Chunghwa Telecom (Taiwan)","ror":"https://ror.org/04f786589","country_code":"TW","type":"company","lineage":["https://openalex.org/I92172085"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Chu-Yu Chin","raw_affiliation_strings":["Telecommunication Laboratories, Chunghwa Telecom Co., Ltd., Taoyuan, Taiwan"],"affiliations":[{"raw_affiliation_string":"Telecommunication Laboratories, Chunghwa Telecom Co., Ltd., Taoyuan, Taiwan","institution_ids":["https://openalex.org/I92172085"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5083549742","display_name":"Yi-Wen Liao","orcid":"https://orcid.org/0000-0002-2885-9824"},"institutions":[{"id":"https://openalex.org/I91951123","display_name":"Cheng Shiu University","ror":"https://ror.org/011bdtx65","country_code":"TW","type":"education","lineage":["https://openalex.org/I91951123"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Yi-Wen Liao","raw_affiliation_strings":["Department of Information Management, Cheng Shiu University, Kaohsiung, Taiwan"],"affiliations":[{"raw_affiliation_string":"Department of Information Management, Cheng Shiu University, Kaohsiung, Taiwan","institution_ids":["https://openalex.org/I91951123"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011706311","display_name":"Hsiao-Chuan Yang","orcid":null},"institutions":[{"id":"https://openalex.org/I91951123","display_name":"Cheng Shiu University","ror":"https://ror.org/011bdtx65","country_code":"TW","type":"education","lineage":["https://openalex.org/I91951123"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Hsiao-Chuan Yang","raw_affiliation_strings":["Department of Information Management, Cheng Shiu University, Kaohsiung, Taiwan"],"affiliations":[{"raw_affiliation_string":"Department of Information Management, Cheng Shiu University, Kaohsiung, Taiwan","institution_ids":["https://openalex.org/I91951123"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043399804","display_name":"Vincent S. Tseng","orcid":"https://orcid.org/0000-0002-4853-1594"},"institutions":[{"id":"https://openalex.org/I148366613","display_name":"National Yang Ming Chiao Tung University","ror":"https://ror.org/00se2k293","country_code":"TW","type":"education","lineage":["https://openalex.org/I148366613"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Vincent S. Tseng","raw_affiliation_strings":["Department of Computer Science, National Chiao Tung University, Hsinchu, Taiwan"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, National Chiao Tung University, Hsinchu, Taiwan","institution_ids":["https://openalex.org/I148366613"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5103047340","display_name":"Sun\u2010Yuan Hsieh","orcid":"https://orcid.org/0000-0003-4746-3179"},"institutions":[{"id":"https://openalex.org/I91807558","display_name":"National Cheng Kung University","ror":"https://ror.org/01b8kcc49","country_code":"TW","type":"education","lineage":["https://openalex.org/I91807558"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Sun-Yuan Hsieh","raw_affiliation_strings":["Department of Computer Science and Information Engineering, National Cheng Kung University, Tainan, Taiwan"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Information Engineering, National Cheng Kung University, Tainan, Taiwan","institution_ids":["https://openalex.org/I91807558"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5008185438"],"corresponding_institution_ids":["https://openalex.org/I91951123"],"apc_list":null,"apc_paid":null,"fwci":1.0174,"has_fulltext":false,"cited_by_count":6,"citation_normalized_percentile":{"value":0.83771064,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":95},"biblio":{"volume":"07","issue":"01","first_page":"77","last_page":"92"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10203","display_name":"Recommender Systems and Techniques","score":0.9995999932289124,"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":0.9995999932289124,"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":0.996999979019165,"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/T11165","display_name":"Image and Video Quality Assessment","score":0.9120000004768372,"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":0.8267943263053894},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7980870604515076},{"id":"https://openalex.org/keywords/preference","display_name":"Preference","score":0.6368122100830078},{"id":"https://openalex.org/keywords/upload","display_name":"Upload","score":0.6137749552726746},{"id":"https://openalex.org/keywords/music-information-retrieval","display_name":"Music information retrieval","score":0.5179630517959595},{"id":"https://openalex.org/keywords/active-listening","display_name":"Active listening","score":0.4978504180908203},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.4682031273841858},{"id":"https://openalex.org/keywords/collaborative-filtering","display_name":"Collaborative filtering","score":0.43391868472099304},{"id":"https://openalex.org/keywords/multimedia","display_name":"Multimedia","score":0.34755009412765503},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.27028775215148926},{"id":"https://openalex.org/keywords/musical","display_name":"Musical","score":0.17441850900650024},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.07886749505996704},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.07702210545539856}],"concepts":[{"id":"https://openalex.org/C557471498","wikidata":"https://www.wikidata.org/wiki/Q554950","display_name":"Recommender system","level":2,"score":0.8267943263053894},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7980870604515076},{"id":"https://openalex.org/C2781249084","wikidata":"https://www.wikidata.org/wiki/Q908656","display_name":"Preference","level":2,"score":0.6368122100830078},{"id":"https://openalex.org/C71901391","wikidata":"https://www.wikidata.org/wiki/Q7126699","display_name":"Upload","level":2,"score":0.6137749552726746},{"id":"https://openalex.org/C2777946086","wikidata":"https://www.wikidata.org/wiki/Q1163335","display_name":"Music information retrieval","level":3,"score":0.5179630517959595},{"id":"https://openalex.org/C177291462","wikidata":"https://www.wikidata.org/wiki/Q423038","display_name":"Active listening","level":2,"score":0.4978504180908203},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.4682031273841858},{"id":"https://openalex.org/C21569690","wikidata":"https://www.wikidata.org/wiki/Q94702","display_name":"Collaborative filtering","level":3,"score":0.43391868472099304},{"id":"https://openalex.org/C49774154","wikidata":"https://www.wikidata.org/wiki/Q131765","display_name":"Multimedia","level":1,"score":0.34755009412765503},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.27028775215148926},{"id":"https://openalex.org/C558565934","wikidata":"https://www.wikidata.org/wiki/Q2743","display_name":"Musical","level":2,"score":0.17441850900650024},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.07886749505996704},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.07702210545539856},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0},{"id":"https://openalex.org/C142362112","wikidata":"https://www.wikidata.org/wiki/Q735","display_name":"Art","level":0,"score":0.0},{"id":"https://openalex.org/C153349607","wikidata":"https://www.wikidata.org/wiki/Q36649","display_name":"Visual arts","level":1,"score":0.0},{"id":"https://openalex.org/C46312422","wikidata":"https://www.wikidata.org/wiki/Q11024","display_name":"Communication","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1142/s2196888820500049","is_oa":true,"landing_page_url":"https://doi.org/10.1142/s2196888820500049","pdf_url":null,"source":{"id":"https://openalex.org/S2486636169","display_name":"Vietnam Journal of Computer Science","issn_l":"2196-8888","issn":["2196-8888","2196-8896"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319815","host_organization_name":"World Scientific","host_organization_lineage":["https://openalex.org/P4310319815"],"host_organization_lineage_names":["World Scientific"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Vietnam Journal of Computer Science","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:1e8867b777524895bbe1bd8e8d0ab4a6","is_oa":true,"landing_page_url":"https://doaj.org/article/1e8867b777524895bbe1bd8e8d0ab4a6","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Vietnam Journal of Computer Science, Vol 7, Iss 1, Pp 77-92 (2020)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1142/s2196888820500049","is_oa":true,"landing_page_url":"https://doi.org/10.1142/s2196888820500049","pdf_url":null,"source":{"id":"https://openalex.org/S2486636169","display_name":"Vietnam Journal of Computer Science","issn_l":"2196-8888","issn":["2196-8888","2196-8896"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319815","host_organization_name":"World Scientific","host_organization_lineage":["https://openalex.org/P4310319815"],"host_organization_lineage_names":["World Scientific"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Vietnam Journal of Computer Science","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/4","score":0.6600000262260437,"display_name":"Quality Education"}],"awards":[{"id":"https://openalex.org/G2007264069","display_name":null,"funder_award_id":"MOST 107-2221-E-230-010","funder_id":"https://openalex.org/F4320322795","funder_display_name":"Ministry of Science and Technology, Taiwan"}],"funders":[{"id":"https://openalex.org/F4320322795","display_name":"Ministry of Science and Technology, Taiwan","ror":"https://ror.org/02kv4zf79"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":14,"referenced_works":["https://openalex.org/W1559686786","https://openalex.org/W1930741297","https://openalex.org/W1995161416","https://openalex.org/W2008886893","https://openalex.org/W2037336711","https://openalex.org/W2054141820","https://openalex.org/W2110325612","https://openalex.org/W2117311203","https://openalex.org/W2142144955","https://openalex.org/W2163031773","https://openalex.org/W2462356571","https://openalex.org/W2490510518","https://openalex.org/W2740920897","https://openalex.org/W2793745848"],"related_works":["https://openalex.org/W2772628444","https://openalex.org/W2735929803","https://openalex.org/W4220714703","https://openalex.org/W1484355083","https://openalex.org/W3008845055","https://openalex.org/W2098758514","https://openalex.org/W4376854386","https://openalex.org/W2202724490","https://openalex.org/W2508671622","https://openalex.org/W2556532874"],"abstract_inverted_index":{"Recently,":[0],"the":[1,13,15,34,53,94,104,117,120,141,154,160,167,190],"advances":[2],"in":[3,73,193],"communication":[4],"technologies":[5],"have":[6],"made":[7],"music":[8,20,23,80,87,95,150,184],"retrieval":[9],"easier.":[10],"Without":[11],"downloading":[12],"music,":[14],"users":[16,35],"can":[17,123,170],"listen":[18],"to":[19,32,50,66,92],"through":[21],"online":[22,39],"websites.":[24],"This":[25],"incurs":[26],"a":[27,43,78],"challenging":[28],"issue":[29],"of":[30,45,55,101,113,135,195],"how":[31],"provide":[33],"with":[36,70,99,133],"an":[37],"effective":[38],"listening":[40],"service.":[41],"Although":[42],"number":[44],"past":[46],"studies":[47],"paid":[48],"attention":[49],"this":[51,74],"issue,":[52],"problems":[54,134],"new":[56,58,102,139],"user,":[57,103],"item":[59],"and":[60,89,138,149],"rating":[61,136,161],"sparsity":[62,137],"are":[63,107,144,157],"not":[64],"easy":[65],"solve.":[67],"To":[68],"deal":[69],"these":[71],"problems,":[72],"paper,":[75],"we":[76],"propose":[77],"novel":[79],"recommender":[81,185],"system":[82,186],"that":[83,181],"fuses":[84],"user":[85,105,110,118,168],"contents,":[86],"contents":[88],"preference":[90,169],"ratings":[91,122,143,156],"enhance":[93],"recommendation.":[96],"For":[97,131],"dealing":[98,132],"problem":[100],"similarities":[106],"calculated":[108],"by":[109,146,174],"profiles":[111],"instead":[112],"traditional":[114],"ratings.":[115,152],"By":[116],"similarities,":[119],"unknown":[121,142,155],"be":[124,164,171],"predicted":[125,172],"using":[126],"user-based":[127],"Collaborative":[128],"Filtering":[129],"(CF).":[130],"items,":[140],"initialized":[145],"acoustic":[147],"features":[148],"genre":[151],"Because":[153],"initially":[158],"imputed,":[159],"data":[162],"will":[163],"enriched.":[165],"Thereupon,":[166],"effectively":[173],"item-based":[175],"CF.":[176],"The":[177],"evaluation":[178],"results":[179],"show":[180],"our":[182],"proposed":[183],"performs":[187],"better":[188],"than":[189],"state-of-the-arts":[191],"methods":[192],"terms":[194],"Root":[196],"Mean":[197],"Squared":[198],"Error.":[199]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
