{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,4]],"date-time":"2026-06-04T01:14:43Z","timestamp":1780535683266,"version":"3.54.1"},"reference-count":92,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","issue":"10","license":[{"start":{"date-parts":[[2025,10,1]],"date-time":"2025-10-01T00:00:00Z","timestamp":1759276800000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/ieeexplore.ieee.org\/Xplorehelp\/downloads\/license-information\/IEEE.html"},{"start":{"date-parts":[[2025,10,1]],"date-time":"2025-10-01T00:00:00Z","timestamp":1759276800000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2025,10,1]],"date-time":"2025-10-01T00:00:00Z","timestamp":1759276800000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE Trans. Artif. Intell."],"published-print":{"date-parts":[[2025,10]]},"DOI":"10.1109\/tai.2025.3559053","type":"journal-article","created":{"date-parts":[[2025,4,8]],"date-time":"2025-04-08T14:20:46Z","timestamp":1744122046000},"page":"2554-2574","source":"Crossref","is-referenced-by-count":24,"title":["Recommender Systems Based on Nonnegative Matrix Factorization: A Survey"],"prefix":"10.1109","volume":"6","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-3080-3192","authenticated-orcid":false,"given":"Sajad","family":"Ahmadian","sequence":"first","affiliation":[{"name":"Faculty of Information Technology, Kermanshah University of Technology, Kermanshah, Iran"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-4459-0703","authenticated-orcid":false,"given":"Kamal","family":"Berahmand","sequence":"additional","affiliation":[{"name":"School of Engineering, RMIT University, Melbourne, VIC, Australia"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-5710-217X","authenticated-orcid":false,"given":"Mehrdad","family":"Rostami","sequence":"additional","affiliation":[{"name":"Center for Machine Vision and Signal Analysis (CMVS), Faculty of Information Technology and Electrical Engineering, University of Oulu, Oulu, Finland"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-5952-156X","authenticated-orcid":false,"given":"Saman","family":"Forouzandeh","sequence":"additional","affiliation":[{"name":"School of Engineering, RMIT University, Melbourne, VIC, Australia"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-8049-0147","authenticated-orcid":false,"given":"Parham","family":"Moradi","sequence":"additional","affiliation":[{"name":"School of Engineering, RMIT University, Melbourne, VIC, Australia"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-0517-9420","authenticated-orcid":false,"given":"Mahdi","family":"Jalili","sequence":"additional","affiliation":[{"name":"School of Engineering, RMIT University, Melbourne, VIC, Australia"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"263","reference":[{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1007\/s10115-022-01779-1"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1007\/s10044-023-01142-2"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1145\/3576840.3578295"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1186\/s40537-022-00592-5"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1007\/s10462-021-10043-x"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1016\/j.knosys.2022.109835"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1145\/3564284"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1145\/3453154"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1016\/j.ipm.2020.102310"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1016\/j.cosrev.2021.100423"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1145\/3373807"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1186\/s12859-019-3312-5"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1109\/ICEE.2018.8472453"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1145\/3767726"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1145\/3407190"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.3991\/ijet.v16i03.18851"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1007\/s11042-020-08884-9"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1016\/j.knosys.2019.06.019"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2020.114324"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1016\/j.physa.2015.05.008"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1109\/ASONAM.2018.8508723"},{"key":"ref22","first-page":"787","article-title":"Item-based clustering collaborative filtering algorithm under high-dimensional sparse data","volume-title":"Proc. Int. Joint Conf. Comput. Sci. Optim.","author":"Zhong","year":"2009"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1016\/j.engappai.2023.107109"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.1609\/aaai.v34i04.6043"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1016\/j.ins.2020.06.067"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.1007\/s10462-023-10619-9"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.1145\/3535101"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.1016\/j.ins.2022.07.132"},{"key":"ref29","doi-asserted-by":"publisher","DOI":"10.1016\/j.asoc.2021.107547"},{"key":"ref30","doi-asserted-by":"publisher","DOI":"10.1016\/j.neucom.2024.127326"},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.1016\/j.ins.2020.09.013"},{"key":"ref32","doi-asserted-by":"publisher","DOI":"10.1002\/int.22320"},{"key":"ref33","doi-asserted-by":"publisher","DOI":"10.1007\/s12652-022-04375-x"},{"key":"ref34","doi-asserted-by":"publisher","DOI":"10.1016\/j.neucom.2021.10.034"},{"key":"ref35","doi-asserted-by":"publisher","DOI":"10.1016\/j.ins.2019.10.041"},{"key":"ref36","doi-asserted-by":"publisher","DOI":"10.2478\/cait-2022-0009"},{"key":"ref37","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2020.113452"},{"key":"ref38","doi-asserted-by":"publisher","DOI":"10.1145\/3365843"},{"key":"ref39","doi-asserted-by":"publisher","DOI":"10.1038\/44565"},{"key":"ref40","first-page":"535","article-title":"Algorithms for non-negative matrix factorization","volume-title":"Proc. Adv. Neural Inf. Process. Syst.","volume":"13","author":"Lee","year":"2000"},{"key":"ref41","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-642-23241-1_6"},{"key":"ref42","doi-asserted-by":"publisher","DOI":"10.1109\/NNSP.2002.1030067"},{"key":"ref43","doi-asserted-by":"publisher","DOI":"10.1093\/bioinformatics\/bti653"},{"key":"ref44","doi-asserted-by":"publisher","DOI":"10.1111\/j.2517-6161.1996.tb02080.x"},{"key":"ref45","doi-asserted-by":"publisher","DOI":"10.1142\/9789814324359_0184"},{"key":"ref46","doi-asserted-by":"publisher","DOI":"10.1109\/ISPA\/IUCC.2017.00172"},{"key":"ref47","doi-asserted-by":"publisher","DOI":"10.1137\/1.9781611972764.58"},{"key":"ref48","doi-asserted-by":"publisher","DOI":"10.1109\/TGRS.2011.2161320"},{"key":"ref49","doi-asserted-by":"publisher","DOI":"10.1016\/j.neucom.2017.04.080"},{"key":"ref50","doi-asserted-by":"publisher","DOI":"10.1016\/j.ins.2022.01.050"},{"key":"ref51","doi-asserted-by":"publisher","DOI":"10.1109\/TII.2014.2308433"},{"key":"ref52","first-page":"3680","article-title":"Ordinal non-negative matrix factorization for recommendation","volume-title":"Proc. Int. Conf. on Mach. Learn.","author":"Gouvert","year":"2020"},{"key":"ref53","doi-asserted-by":"publisher","DOI":"10.1109\/TNNLS.2015.2415257"},{"key":"ref54","doi-asserted-by":"publisher","DOI":"10.1016\/j.knosys.2018.12.016"},{"key":"ref55","doi-asserted-by":"publisher","DOI":"10.1109\/TPAMI.2010.231"},{"key":"ref56","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2008.918957"},{"key":"ref57","doi-asserted-by":"publisher","DOI":"10.1016\/j.neucom.2017.03.002"},{"key":"ref58","doi-asserted-by":"publisher","DOI":"10.1016\/j.ins.2018.07.060"},{"key":"ref59","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2022.116593"},{"key":"ref60","doi-asserted-by":"publisher","DOI":"10.1145\/1150402.1150420"},{"key":"ref61","doi-asserted-by":"publisher","DOI":"10.1016\/j.ipm.2008.12.004"},{"key":"ref62","doi-asserted-by":"publisher","DOI":"10.1016\/j.patrec.2021.06.016"},{"key":"ref63","doi-asserted-by":"publisher","DOI":"10.1002\/wics.1319"},{"key":"ref64","doi-asserted-by":"publisher","DOI":"10.1007\/s11460-011-0128-0"},{"key":"ref65","doi-asserted-by":"publisher","DOI":"10.1016\/j.knosys.2016.11.021"},{"key":"ref66","doi-asserted-by":"publisher","DOI":"10.1109\/ACSSC.2017.8335371"},{"key":"ref67","doi-asserted-by":"publisher","DOI":"10.1109\/tnnls.2021.3071392"},{"key":"ref68","doi-asserted-by":"publisher","DOI":"10.1007\/978-981-13-3402-3_36"},{"key":"ref69","doi-asserted-by":"publisher","DOI":"10.1016\/j.neucom.2019.07.040"},{"key":"ref70","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-319-91452-7_9"},{"key":"ref71","doi-asserted-by":"publisher","DOI":"10.1145\/3325917.3325933"},{"key":"ref72","doi-asserted-by":"publisher","DOI":"10.1109\/TNSM.2022.3219456"},{"key":"ref73","doi-asserted-by":"publisher","DOI":"10.1007\/s41060-022-00355-8"},{"key":"ref74","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-642-05224-8_30"},{"key":"ref75","doi-asserted-by":"publisher","DOI":"10.1137\/1.9781611972801.18"},{"key":"ref76","doi-asserted-by":"publisher","DOI":"10.3390\/rs11080922"},{"key":"ref77","doi-asserted-by":"publisher","DOI":"10.1109\/MLBDBI51377.2020.00046"},{"key":"ref78","doi-asserted-by":"publisher","DOI":"10.1016\/j.knosys.2015.12.018"},{"key":"ref79","doi-asserted-by":"publisher","DOI":"10.1109\/IJCNN.2019.8852261"},{"key":"ref80","doi-asserted-by":"publisher","DOI":"10.1145\/2566486.2568001"},{"key":"ref81","doi-asserted-by":"publisher","DOI":"10.1016\/j.ins.2023.03.018"},{"key":"ref82","doi-asserted-by":"publisher","DOI":"10.1145\/2766462.2767794"},{"key":"ref83","doi-asserted-by":"publisher","DOI":"10.1016\/j.knosys.2022.109210"},{"key":"ref84","doi-asserted-by":"publisher","DOI":"10.3390\/sym12111930"},{"key":"ref85","doi-asserted-by":"publisher","DOI":"10.1016\/j.ins.2023.119258"},{"key":"ref86","doi-asserted-by":"publisher","DOI":"10.5121\/csit.2018.81502"},{"key":"ref87","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-319-71246-8_16"},{"key":"ref88","doi-asserted-by":"publisher","DOI":"10.1016\/j.neucom.2019.09.080"},{"key":"ref89","doi-asserted-by":"publisher","DOI":"10.1007\/s41870-022-00982-1"},{"key":"ref90","doi-asserted-by":"publisher","DOI":"10.3390\/s22218224"},{"key":"ref91","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-29894-4_42"},{"key":"ref92","doi-asserted-by":"publisher","DOI":"10.1109\/ICDMW.2019.00096"}],"container-title":["IEEE Transactions on Artificial Intelligence"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx8\/9078688\/11186126\/10959059.pdf?arnumber=10959059","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,10,2]],"date-time":"2025-10-02T04:33:58Z","timestamp":1759379638000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/10959059\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,10]]},"references-count":92,"journal-issue":{"issue":"10"},"URL":"https:\/\/doi.org\/10.1109\/tai.2025.3559053","relation":{},"ISSN":["2691-4581"],"issn-type":[{"value":"2691-4581","type":"electronic"}],"subject":[],"published":{"date-parts":[[2025,10]]}}}