{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,2,20]],"date-time":"2026-02-20T18:18:37Z","timestamp":1771611517396,"version":"3.50.1"},"reference-count":33,"publisher":"Wiley","issue":"1","license":[{"start":{"date-parts":[[2021,5,3]],"date-time":"2021-05-03T00:00:00Z","timestamp":1620000000000},"content-version":"vor","delay-in-days":122,"URL":"http:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"content-domain":{"domain":["onlinelibrary.wiley.com"],"crossmark-restriction":true},"short-container-title":["Complexity"],"published-print":{"date-parts":[[2021,1]]},"abstract":"<jats:p>The user data mining was introduced into the model construction process, and the user behavior was decomposed by analyzing various influencing factors through the factorization machine (FM) learning method. In the recommendation screening stage, the collaborative filtering recommendation is combined to screen the recommendation candidate set. The idea of user\u2010based collaborative filtering (CF) is used for reference to obtain music works favored by similar users. On the other hand, we learn from item\u2010based CF, which ensures that the candidate set covers user preference. Firstly, the user\u2019s interest value is predicted by using dynamic interest model. Then, the common problems such as cold start and hot items processing are fully considered. The frequent pattern growth algorithm is compared with the association rule algorithm based on the collaborative filtering recommendation algorithm and the content\u2010based recommendation algorithm, which proves the superiority of the algorithm and its role in solving the recommendation problem after applying the recommendation. The music data in the database data conversion effectively improve the efficiency and accuracy of mining. According to the implementation of the algorithm described in this article, the accuracy of the music recommendation results used to recommend user satisfaction is proved. And the recommended music is indeed feasible and practical.<\/jats:p>","DOI":"10.1155\/2021\/9913727","type":"journal-article","created":{"date-parts":[[2021,5,3]],"date-time":"2021-05-03T21:52:00Z","timestamp":1620078720000},"update-policy":"https:\/\/doi.org\/10.1002\/crossmark_policy","source":"Crossref","is-referenced-by-count":8,"title":["[Retracted] Using Factor Decomposition Machine Learning Method to Music Recommendation"],"prefix":"10.1155","volume":"2021","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-3504-8138","authenticated-orcid":false,"given":"Dapeng","family":"Sun","sequence":"first","affiliation":[]}],"member":"311","published-online":{"date-parts":[[2021,5,3]]},"reference":[{"key":"e_1_2_8_1_2","doi-asserted-by":"publisher","DOI":"10.3743\/kosim.2007.24.2.089"},{"key":"e_1_2_8_2_2","doi-asserted-by":"publisher","DOI":"10.4028\/www.scientific.net\/amr.989-994.1441"},{"key":"e_1_2_8_3_2","first-page":"1422","article-title":"Towards personalized recommendation by two-step modified Apriori data mining algorithm","volume":"33","author":"Enrique L.","year":"2008","journal-title":"Expert Systems with Applications"},{"key":"e_1_2_8_4_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.ins.2016.01.005"},{"key":"e_1_2_8_5_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2007.08.048"},{"key":"e_1_2_8_6_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.ins.2016.01.005"},{"key":"e_1_2_8_7_2","doi-asserted-by":"publisher","DOI":"10.1007\/s10462-009-9153-2"},{"key":"e_1_2_8_8_2","doi-asserted-by":"publisher","DOI":"10.4304\/jsw.8.1.176-183"},{"key":"e_1_2_8_9_2","doi-asserted-by":"publisher","DOI":"10.4304\/jcp.7.7.1599-1606"},{"key":"e_1_2_8_10_2","doi-asserted-by":"publisher","DOI":"10.4018\/ijmdem.2014010103"},{"key":"e_1_2_8_11_2","doi-asserted-by":"publisher","DOI":"10.1504\/ijams.2016.077014"},{"key":"e_1_2_8_12_2","first-page":"367","article-title":"Musical recommendations and personalization in a social network","volume":"618","author":"Bugaychenko D.","year":"2013","journal-title":"Computer Science"},{"key":"e_1_2_8_13_2","doi-asserted-by":"publisher","DOI":"10.1186\/s12967-019-2081-2"},{"key":"e_1_2_8_14_2","doi-asserted-by":"publisher","DOI":"10.1007\/s11280-007-0019-8"},{"key":"e_1_2_8_15_2","doi-asserted-by":"publisher","DOI":"10.1007\/s13735-012-0025-1"},{"key":"e_1_2_8_16_2","first-page":"3","article-title":"Service ratio-optimal, content coherence-aware data push systems","volume":"6","author":"Christos L.","year":"2016","journal-title":"ACM Transactions on Management Information Systems (TMIS)"},{"key":"e_1_2_8_17_2","first-page":"75","article-title":"Experimental study on random walk music recommendation considering users\u2019 listening preference behaviors","volume":"22","author":"Hye J.","year":"2017","journal-title":"The Jounal of Society for E-Business Studies"},{"key":"e_1_2_8_18_2","first-page":"21","article-title":"Sound and music recommendation with knowledge graphs","volume":"8","author":"Oramas S.","year":"2016","journal-title":"Acm Transactions on Intelligent Systems & Technology"},{"key":"e_1_2_8_19_2","doi-asserted-by":"publisher","DOI":"10.1145\/1921141.1921146"},{"key":"e_1_2_8_20_2","doi-asserted-by":"publisher","DOI":"10.1145\/2542205.2542206"},{"key":"e_1_2_8_21_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2006.10.005"},{"key":"e_1_2_8_22_2","doi-asserted-by":"publisher","DOI":"10.2298\/csis100618036"},{"key":"e_1_2_8_23_2","doi-asserted-by":"publisher","DOI":"10.1007\/s13278-013-0108-x"},{"key":"e_1_2_8_24_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2011.07.131"},{"key":"e_1_2_8_25_2","doi-asserted-by":"publisher","DOI":"10.17485\/ijst\/2016\/v9i37\/102074"},{"key":"e_1_2_8_26_2","doi-asserted-by":"publisher","DOI":"10.1002\/asi.23629"},{"key":"e_1_2_8_27_2","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-642-03964-5_21"},{"key":"e_1_2_8_28_2","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-642-22362-4_22"},{"key":"e_1_2_8_29_2","first-page":"1963","article-title":"Android application install-time permission validation and run-time malicious pattern detection","volume":"18","author":"Ma Z.","year":"2014","journal-title":"Personal & Ubiquitous Computing"},{"key":"e_1_2_8_30_2","first-page":"393","article-title":"Book recommendation system using data mining for the university of Hong Kong libraries","volume":"58","author":"Rajagopal S.","year":"2012","journal-title":"Revista Ceres"},{"key":"e_1_2_8_31_2","first-page":"393","article-title":"Design and development of efficient algorithm in web usage mining for web personalization","volume":"4","author":"Patel M. M.","year":"2013","journal-title":"International Journal of Engineering Trends & Technology"},{"key":"e_1_2_8_32_2","doi-asserted-by":"publisher","DOI":"10.26438\/ijcse\/v6i7.14981501"},{"key":"e_1_2_8_33_2","doi-asserted-by":"publisher","DOI":"10.1109\/TFUZZ.2020.3012393"}],"updated-by":[{"DOI":"10.1155\/2023\/9820718","type":"retraction","label":"Retraction","source":"retraction-watch","updated":{"date-parts":[[2023,12,20]],"date-time":"2023-12-20T00:00:00Z","timestamp":1703030400000},"record-id":"58918"},{"DOI":"10.1155\/2023\/9820718","type":"retraction","label":"Retraction","source":"publisher","updated":{"date-parts":[[2023,12,20]],"date-time":"2023-12-20T00:00:00Z","timestamp":1703030400000}}],"container-title":["Complexity"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/downloads.hindawi.com\/journals\/complexity\/2021\/9913727.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/downloads.hindawi.com\/journals\/complexity\/2021\/9913727.xml","content-type":"application\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/onlinelibrary.wiley.com\/doi\/pdf\/10.1155\/2021\/9913727","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,8,9]],"date-time":"2024-08-09T22:20:18Z","timestamp":1723242018000},"score":1,"resource":{"primary":{"URL":"https:\/\/onlinelibrary.wiley.com\/doi\/10.1155\/2021\/9913727"}},"subtitle":[],"editor":[{"given":"Zhihan","family":"Lv","sequence":"additional","affiliation":[]}],"short-title":[],"issued":{"date-parts":[[2021,1]]},"references-count":33,"journal-issue":{"issue":"1","published-print":{"date-parts":[[2021,1]]}},"alternative-id":["10.1155\/2021\/9913727"],"URL":"https:\/\/doi.org\/10.1155\/2021\/9913727","archive":["Portico"],"relation":{"retraction":[{"id-type":"doi","id":"10.1155\/2023\/9820718","asserted-by":"object"}]},"ISSN":["1076-2787","1099-0526"],"issn-type":[{"value":"1076-2787","type":"print"},{"value":"1099-0526","type":"electronic"}],"subject":[],"published":{"date-parts":[[2021,1]]},"assertion":[{"value":"2021-03-08","order":0,"name":"received","label":"Received","group":{"name":"publication_history","label":"Publication History"}},{"value":"2021-04-23","order":2,"name":"accepted","label":"Accepted","group":{"name":"publication_history","label":"Publication History"}},{"value":"2021-05-03","order":3,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}],"article-number":"9913727"}}