{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,21]],"date-time":"2026-04-21T23:35:08Z","timestamp":1776814508473,"version":"3.51.2"},"reference-count":63,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","issue":"4","license":[{"start":{"date-parts":[[2021,4,1]],"date-time":"2021-04-01T00:00:00Z","timestamp":1617235200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/ieeexplore.ieee.org\/Xplorehelp\/downloads\/license-information\/IEEE.html"},{"start":{"date-parts":[[2021,4,1]],"date-time":"2021-04-01T00:00:00Z","timestamp":1617235200000},"content-version":"am","delay-in-days":0,"URL":"https:\/\/ieeexplore.ieee.org\/Xplorehelp\/downloads\/license-information\/IEEE.html"},{"start":{"date-parts":[[2021,4,1]],"date-time":"2021-04-01T00:00:00Z","timestamp":1617235200000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2021,4,1]],"date-time":"2021-04-01T00:00:00Z","timestamp":1617235200000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"}],"funder":[{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["61532006"],"award-info":[{"award-number":["61532006"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["61772082"],"award-info":[{"award-number":["61772082"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["61702296"],"award-info":[{"award-number":["61702296"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["61602237"],"award-info":[{"award-number":["61602237"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"name":"National Key Research and Development Program of China","award":["2017YFB0803304"],"award-info":[{"award-number":["2017YFB0803304"]}]},{"name":"Beijing Municipal Natural Science Foundation","award":["4182043"],"award-info":[{"award-number":["4182043"]}]},{"name":"2019 CCF-Tencent Open Research Fund"},{"DOI":"10.13039\/100000001","name":"National Science Foundation","doi-asserted-by":"publisher","award":["III-1526499"],"award-info":[{"award-number":["III-1526499"]}],"id":[{"id":"10.13039\/100000001","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/100000001","name":"National Science Foundation","doi-asserted-by":"publisher","award":["III-1763325"],"award-info":[{"award-number":["III-1763325"]}],"id":[{"id":"10.13039\/100000001","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/100000001","name":"National Science Foundation","doi-asserted-by":"publisher","award":["III-1909323"],"award-info":[{"award-number":["III-1909323"]}],"id":[{"id":"10.13039\/100000001","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/100000001","name":"National Science Foundation","doi-asserted-by":"publisher","award":["SaTC-1930941"],"award-info":[{"award-number":["SaTC-1930941"]}],"id":[{"id":"10.13039\/100000001","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/100000001","name":"National Science Foundation","doi-asserted-by":"publisher","award":["CNS-1626432"],"award-info":[{"award-number":["CNS-1626432"]}],"id":[{"id":"10.13039\/100000001","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE Trans. Knowl. Data Eng."],"published-print":{"date-parts":[[2021,4,1]]},"DOI":"10.1109\/tkde.2019.2941938","type":"journal-article","created":{"date-parts":[[2019,9,17]],"date-time":"2019-09-17T20:09:09Z","timestamp":1568750949000},"page":"1413-1425","source":"Crossref","is-referenced-by-count":82,"title":["Deep Collaborative Filtering with Multi-Aspect Information in Heterogeneous Networks"],"prefix":"10.1109","volume":"33","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-3734-0266","authenticated-orcid":false,"given":"Chuan","family":"Shi","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-1344-3658","authenticated-orcid":false,"given":"Xiaotian","family":"Han","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Li","family":"Song","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-4444-7811","authenticated-orcid":false,"given":"Xiao","family":"Wang","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-3615-4859","authenticated-orcid":false,"given":"Senzhang","family":"Wang","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-8590-3767","authenticated-orcid":false,"given":"Junping","family":"Du","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-3491-5968","authenticated-orcid":false,"given":"Philip S.","family":"Yu","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"263","reference":[{"key":"ref39","doi-asserted-by":"publisher","DOI":"10.1007\/s10994-010-5205-8"},{"key":"ref38","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2012.2207397"},{"key":"ref33","doi-asserted-by":"publisher","DOI":"10.24963\/ijcai.2018\/308"},{"key":"ref32","doi-asserted-by":"publisher","DOI":"10.1145\/3077136.3080777"},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.24963\/ijcai.2017\/239"},{"key":"ref30","doi-asserted-by":"publisher","DOI":"10.1145\/2988450.2988454"},{"key":"ref37","doi-asserted-by":"publisher","DOI":"10.1145\/3132847.3132892"},{"key":"ref36","doi-asserted-by":"publisher","DOI":"10.1145\/2806416.2806528"},{"key":"ref35","doi-asserted-by":"publisher","DOI":"10.1109\/TKDE.2017.2654445"},{"key":"ref34","first-page":"2","article-title":"TopicMF: Simultaneously exploiting ratings and reviews for recommendation","volume":"14","author":"bao","year":"2014","journal-title":"Proc 28th AAAI Conf Assoc Advance Artif Intell"},{"key":"ref60","article-title":"TensorFlow: Large-scale machine learning on heterogeneous distributed systems","volume":"abs 1603 4467","author":"abadi","year":"2016","journal-title":"CoRR"},{"key":"ref62","first-page":"2579","article-title":"Visualizing data using t-SNE","volume":"9","author":"maaten","year":"2008","journal-title":"J Mach Learn Res"},{"key":"ref61","first-page":"249","article-title":"Understanding the difficulty of training deep feedforward neural networks","author":"glorot","year":"2010","journal-title":"Proc Int Conf Artif Intell Statist"},{"key":"ref63","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2016.90"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.1145\/2740908.2742726"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.1145\/2806416.2806527"},{"key":"ref29","article-title":"Collaborative filtering with stacked denoising autoencoders and sparse inputs","author":"strub","year":"2015","journal-title":"Proc NIPS Workshop Mach Learn eCommerce"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1109\/MC.2009.263"},{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1109\/ICDM.2008.22"},{"key":"ref20","first-page":"144","article-title":"VBPR: Visual bayesian personalized ranking from implicit feedback","author":"he","year":"2016","journal-title":"Proc 30th AAAI Conf Artif Intell"},{"key":"ref22","article-title":"Trust from the past: Bayesian personalized ranking based link prediction in knowledge graphs","volume":"abs 1601 3778","author":"zhang","year":"2016","journal-title":"CoRR"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1145\/3159652.3159728"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.1109\/TPAMI.2007.250598"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1198\/016214502388618906"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.1145\/1273496.1273596"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1016\/0893-6080(89)90020-8"},{"key":"ref50","first-page":"5998","article-title":"Attention is all you need","author":"vaswani","year":"2017","journal-title":"Proc Advances Neural Inf Process Syst"},{"key":"ref51","first-page":"4171","article-title":"BERT: Pre-training of deep bidirectional transformers for language understanding","volume":"1","author":"devlin","year":"2019","journal-title":"Proc Conf North Amer Chapter Assoc Comput Linguistics Human Lang Technol"},{"key":"ref59","first-page":"3619","article-title":"Svdfeature: A toolkit for feature-based collaborative filtering","volume":"13","author":"chen","year":"2012","journal-title":"J Mach Learn Res"},{"key":"ref58","doi-asserted-by":"publisher","DOI":"10.1109\/TKDE.2016.2601091"},{"key":"ref57","doi-asserted-by":"publisher","DOI":"10.1145\/371920.372071"},{"key":"ref56","doi-asserted-by":"publisher","DOI":"10.1145\/2766462.2767755"},{"key":"ref55","doi-asserted-by":"publisher","DOI":"10.1145\/2872427.2883037"},{"key":"ref54","doi-asserted-by":"publisher","DOI":"10.1145\/2827872"},{"key":"ref53","doi-asserted-by":"publisher","DOI":"10.1145\/3285029"},{"key":"ref52","article-title":"Adam: A method for stochastic optimization","author":"kingma","year":"2015","journal-title":"Proc 3rd Int Conf Learn Representations"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1145\/2783258.2783273"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1145\/3097983.3098063"},{"key":"ref40","doi-asserted-by":"publisher","DOI":"10.1109\/TKDE.2013.2297920"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-540-72079-9_9"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1145\/2911451.2911489"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.24963\/ijcai.2017\/331"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1145\/2348283.2348310"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1007\/978-1-4899-7637-6_3"},{"key":"ref17","first-page":"1257","article-title":"Probabilistic matrix factorization","author":"mnih","year":"2008","journal-title":"Proc Int Conf Neural Inf Process"},{"key":"ref18","first-page":"452","article-title":"BPR: Bayesian personalized ranking from implicit feedback","author":"rendle","year":"2009","journal-title":"Proc Conf Uncertainty Artif Intell"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1007\/s41019-019-0092-x"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1145\/1458082.1458205"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1145\/1401890.1401944"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1145\/3038912.3052569"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1007\/s10115-016-0925-0"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1109\/TKDE.2016.2598561"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.24963\/ijcai.2017\/447"},{"key":"ref49","article-title":"Neural machine translation by jointly learning to align and translate","author":"bahdanau","year":"2015","journal-title":"3rd International Conference for Learning Representations"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.14778\/3402707.3402736"},{"key":"ref46","doi-asserted-by":"publisher","DOI":"10.1007\/s00778-018-0521-x"},{"key":"ref45","doi-asserted-by":"publisher","DOI":"10.1145\/3299869.3319873"},{"key":"ref48","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2016.503"},{"key":"ref47","first-page":"2048","article-title":"Show, attend and tell: Neural image caption generation with visual attention","author":"xu","year":"2015","journal-title":"Proc Int Conf Mach Learn"},{"key":"ref42","doi-asserted-by":"publisher","DOI":"10.1145\/2661829.2661965"},{"key":"ref41","doi-asserted-by":"publisher","DOI":"10.1145\/2339530.2339729"},{"key":"ref44","doi-asserted-by":"publisher","DOI":"10.1109\/ICDM.2014.64"},{"key":"ref43","doi-asserted-by":"publisher","DOI":"10.1145\/2556195.2556259"}],"container-title":["IEEE Transactions on Knowledge and Data Engineering"],"original-title":[],"link":[{"URL":"https:\/\/ieeexplore.ieee.org\/ielam\/69\/9371488\/8840873-aam.pdf","content-type":"application\/pdf","content-version":"am","intended-application":"syndication"},{"URL":"http:\/\/xplorestaging.ieee.org\/ielx7\/69\/9371488\/08840873.pdf?arnumber=8840873","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2022,5,10]],"date-time":"2022-05-10T14:50:52Z","timestamp":1652194252000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/8840873\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2021,4,1]]},"references-count":63,"journal-issue":{"issue":"4"},"URL":"https:\/\/doi.org\/10.1109\/tkde.2019.2941938","relation":{},"ISSN":["1041-4347","1558-2191","2326-3865"],"issn-type":[{"value":"1041-4347","type":"print"},{"value":"1558-2191","type":"electronic"},{"value":"2326-3865","type":"electronic"}],"subject":[],"published":{"date-parts":[[2021,4,1]]}}}