{"id":"https://openalex.org/W3210296356","doi":"https://doi.org/10.1109/isie45552.2021.9576346","title":"Music Recommendation Algorithm Based on Knowledge graph Propagation User Preference","display_name":"Music Recommendation Algorithm Based on Knowledge graph Propagation User Preference","publication_year":2021,"publication_date":"2021-06-20","ids":{"openalex":"https://openalex.org/W3210296356","doi":"https://doi.org/10.1109/isie45552.2021.9576346","mag":"3210296356"},"language":"en","primary_location":{"id":"doi:10.1109/isie45552.2021.9576346","is_oa":false,"landing_page_url":"https://doi.org/10.1109/isie45552.2021.9576346","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 IEEE 30th International Symposium on Industrial Electronics (ISIE)","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/A5058231194","display_name":"Zhisheng Yang","orcid":"https://orcid.org/0000-0003-2458-5114"},"institutions":[{"id":"https://openalex.org/I152269853","display_name":"Qilu University of Technology","ror":"https://ror.org/04hyzq608","country_code":"CN","type":"education","lineage":["https://openalex.org/I152269853"]},{"id":"https://openalex.org/I4210142748","display_name":"Shandong Academy of Sciences","ror":"https://ror.org/04y8d6y55","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210142748"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Zhisheng Yang","raw_affiliation_strings":["School of Computer Science and Technology, (Shandong Academy of Sciences), Qilu University of Technology, Jinan, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, (Shandong Academy of Sciences), Qilu University of Technology, Jinan, China","institution_ids":["https://openalex.org/I152269853","https://openalex.org/I4210142748"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5090114219","display_name":"Jingyong Cheng","orcid":null},"institutions":[{"id":"https://openalex.org/I152269853","display_name":"Qilu University of Technology","ror":"https://ror.org/04hyzq608","country_code":"CN","type":"education","lineage":["https://openalex.org/I152269853"]},{"id":"https://openalex.org/I4210142748","display_name":"Shandong Academy of Sciences","ror":"https://ror.org/04y8d6y55","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210142748"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jingyong Cheng","raw_affiliation_strings":["School of Computer Science and Technology, (Shandong Academy of Sciences), Qilu University of Technology, Jinan, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, (Shandong Academy of Sciences), Qilu University of Technology, Jinan, China","institution_ids":["https://openalex.org/I152269853","https://openalex.org/I4210142748"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103216010","display_name":"You Zhou","orcid":"https://orcid.org/0000-0002-4837-1869"},"institutions":[{"id":"https://openalex.org/I4210160779","display_name":"Institute of New Materials","ror":"https://ror.org/04s8x9847","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210142748","https://openalex.org/I4210160779"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"You Zhou","raw_affiliation_strings":["Shandong HiCon New Media Institute Co., Ltd, Jinan, China"],"affiliations":[{"raw_affiliation_string":"Shandong HiCon New Media Institute Co., Ltd, Jinan, China","institution_ids":["https://openalex.org/I4210160779"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084199754","display_name":"Hui Deng","orcid":"https://orcid.org/0000-0001-7154-9365"},"institutions":[{"id":"https://openalex.org/I4210160779","display_name":"Institute of New Materials","ror":"https://ror.org/04s8x9847","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210142748","https://openalex.org/I4210160779"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hui Deng","raw_affiliation_strings":["Shandong HiCon New Media Institute Co., Ltd, Jinan, China"],"affiliations":[{"raw_affiliation_string":"Shandong HiCon New Media Institute Co., Ltd, Jinan, China","institution_ids":["https://openalex.org/I4210160779"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101053774","display_name":"Zhongqing Sun","orcid":null},"institutions":[{"id":"https://openalex.org/I4210160779","display_name":"Institute of New Materials","ror":"https://ror.org/04s8x9847","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210142748","https://openalex.org/I4210160779"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhongqing Sun","raw_affiliation_strings":["Shandong HiCon New Media Institute Co., Ltd, Jinan, China"],"affiliations":[{"raw_affiliation_string":"Shandong HiCon New Media Institute Co., Ltd, Jinan, China","institution_ids":["https://openalex.org/I4210160779"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5058696702","display_name":"Anming Dong","orcid":"https://orcid.org/0000-0001-7470-5159"},"institutions":[{"id":"https://openalex.org/I4210142748","display_name":"Shandong Academy of Sciences","ror":"https://ror.org/04y8d6y55","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210142748"]},{"id":"https://openalex.org/I152269853","display_name":"Qilu University of Technology","ror":"https://ror.org/04hyzq608","country_code":"CN","type":"education","lineage":["https://openalex.org/I152269853"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Anming Dong","raw_affiliation_strings":["School of Computer Science and Technology, (Shandong Academy of Sciences), Qilu University of Technology, Jinan, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, (Shandong Academy of Sciences), Qilu University of Technology, Jinan, China","institution_ids":["https://openalex.org/I152269853","https://openalex.org/I4210142748"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5058231194"],"corresponding_institution_ids":["https://openalex.org/I152269853","https://openalex.org/I4210142748"],"apc_list":null,"apc_paid":null,"fwci":0.2754,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.64051753,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":96},"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/T10203","display_name":"Recommender Systems and Techniques","score":0.9961000084877014,"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":0.9961000084877014,"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":0.9882000088691711,"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/T10664","display_name":"Sentiment Analysis and Opinion Mining","score":0.9555000066757202,"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":0.7889081239700317},{"id":"https://openalex.org/keywords/recommender-system","display_name":"Recommender system","score":0.6717745065689087},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.6146244406700134},{"id":"https://openalex.org/keywords/preference","display_name":"Preference","score":0.5262963771820068},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.4858250617980957},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4542442560195923},{"id":"https://openalex.org/keywords/knowledge-graph","display_name":"Knowledge graph","score":0.4398892819881439},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.42201119661331177},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.40756136178970337},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.4038761258125305},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3661549389362335},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.30467915534973145},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.1024537980556488}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7889081239700317},{"id":"https://openalex.org/C557471498","wikidata":"https://www.wikidata.org/wiki/Q554950","display_name":"Recommender system","level":2,"score":0.6717745065689087},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.6146244406700134},{"id":"https://openalex.org/C2781249084","wikidata":"https://www.wikidata.org/wiki/Q908656","display_name":"Preference","level":2,"score":0.5262963771820068},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.4858250617980957},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4542442560195923},{"id":"https://openalex.org/C2987255567","wikidata":"https://www.wikidata.org/wiki/Q33002955","display_name":"Knowledge graph","level":2,"score":0.4398892819881439},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.42201119661331177},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.40756136178970337},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.4038761258125305},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3661549389362335},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.30467915534973145},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.1024537980556488},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/isie45552.2021.9576346","is_oa":false,"landing_page_url":"https://doi.org/10.1109/isie45552.2021.9576346","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 IEEE 30th International Symposium on Industrial Electronics (ISIE)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":12,"referenced_works":["https://openalex.org/W2792839191","https://openalex.org/W2890711249","https://openalex.org/W2944309452","https://openalex.org/W2958442373","https://openalex.org/W2970250895","https://openalex.org/W2973325524","https://openalex.org/W2990069357","https://openalex.org/W3081785824","https://openalex.org/W3086779792","https://openalex.org/W3098087397","https://openalex.org/W3123217753","https://openalex.org/W3128918344"],"related_works":["https://openalex.org/W4386781444","https://openalex.org/W3092950680","https://openalex.org/W2150182025","https://openalex.org/W4246980185","https://openalex.org/W4317039510","https://openalex.org/W3197542405","https://openalex.org/W2418190244","https://openalex.org/W1657011257","https://openalex.org/W3180134568","https://openalex.org/W2054026175"],"abstract_inverted_index":{"Now":[0],"a":[1,45,189,201],"days,":[2],"researchers":[3],"have":[4],"applied":[5,135],"auxiliary":[6],"information":[7,32,119],"to":[8,14,36,60,70,122,136,168,173],"music":[9,130,205],"recommendation":[10,26,141,176,183,186],"algorithms":[11],"in":[12,25,154,193,204],"order":[13],"solve":[15],"the":[16,38,62,72,80,86,90,97,102,106,115,124,148,155,163,170,175,180],"inevitable":[17],"problems":[18],"of":[19,40,75,82,89],"data":[20,34,131],"sparsity":[21],"and":[22,28,67,69,139,157,195,199],"cold":[23],"start":[24],"systems,":[27],"obtain":[29],"more":[30],"potential":[31,63,73],"through":[33,96],"mining":[35],"improve":[37,174],"accuracy":[39],"recommendation.":[41,206],"This":[42],"paper":[43],"describes":[44],"model":[46,156],"SYT_RippleNet,":[47],"which":[48,93],"combines":[49],"knowledge":[50,56,91],"graph":[51,57],"with":[52,179],"deep":[53],"learning,":[54],"The":[55,129],"is":[58,94,120,134,152,166],"used":[59,121,153],"explore":[61],"connection":[64],"between":[65],"users":[66],"projects":[68],"find":[71],"interests":[74],"users.":[76],"Then,":[77],"it":[78],"promotes":[79],"propagation":[81],"user":[83],"preferences":[84],"on":[85],"entity":[87],"set":[88,132],"graph,":[92],"realized":[95],"triple":[98],"attention":[99],"mechanism":[100],"during":[101],"preference":[103,108],"propagation.":[104],"Finally,":[105,162],"user's":[107,116],"distribution":[109],"for":[110],"candidate":[111],"items":[112],"formed":[113],"by":[114,159],"historical":[117],"click":[118,126,171],"predict":[123,169],"final":[125],"prediction":[127,142],"rate.":[128],"Last.FM":[133],"SYT_RippleNet":[137,185],"model,":[138],"good":[140,191],"results":[143],"are":[144],"achieved.":[145],"In":[146],"addition,":[147],"improved":[149],"loss":[150],"function":[151,165],"optimized":[158],"Adam":[160],"optimizer.":[161],"tanh":[164],"added":[167],"probability":[172],"performance.":[177],"Compared":[178],"current":[181],"mainstream":[182],"methods,":[184],"algorithm":[187],"has":[188,200],"very":[190],"performance":[192],"AUC":[194],"ACC":[196],"evaluation":[197],"indicators,":[198],"substantial":[202],"improvement":[203]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}