{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,7,30]],"date-time":"2026-07-30T08:12:14Z","timestamp":1785399134197,"version":"3.56.0"},"reference-count":113,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","issue":"8","license":[{"start":{"date-parts":[[2022,8,1]],"date-time":"2022-08-01T00:00:00Z","timestamp":1659312000000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/ieeexplore.ieee.org\/Xplorehelp\/downloads\/license-information\/IEEE.html"},{"start":{"date-parts":[[2022,8,1]],"date-time":"2022-08-01T00:00:00Z","timestamp":1659312000000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2022,8,1]],"date-time":"2022-08-01T00:00:00Z","timestamp":1659312000000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"}],"funder":[{"name":"National Key Research and Development Program of China","award":["2018YFB1004300"],"award-info":[{"award-number":["2018YFB1004300"]}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["U1836206"],"award-info":[{"award-number":["U1836206"]}],"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":["U1811461"],"award-info":[{"award-number":["U1811461"]}],"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":["61773361"],"award-info":[{"award-number":["61773361"]}],"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":["61836013"],"award-info":[{"award-number":["61836013"]}],"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":["71531001"],"award-info":[{"award-number":["71531001"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100004739","name":"Youth Innovation Promotion Association of the Chinese Academy of Sciences","doi-asserted-by":"publisher","award":["2017146"],"award-info":[{"award-number":["2017146"]}],"id":[{"id":"10.13039\/501100004739","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE Trans. Knowl. Data Eng."],"published-print":{"date-parts":[[2022,8,1]]},"DOI":"10.1109\/tkde.2020.3028705","type":"journal-article","created":{"date-parts":[[2020,10,7]],"date-time":"2020-10-07T19:51:08Z","timestamp":1602100268000},"page":"3549-3568","source":"Crossref","is-referenced-by-count":747,"title":["A Survey on Knowledge Graph-Based Recommender Systems"],"prefix":"10.1109","volume":"34","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-8509-3933","authenticated-orcid":false,"given":"Qingyu","family":"Guo","sequence":"first","affiliation":[{"name":"Key Lab of Intelligent Information Processing, Institute of Computing Technology, Chinese Academy of Sciences (CAS), Beijing, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-9170-7009","authenticated-orcid":false,"given":"Fuzhen","family":"Zhuang","sequence":"additional","affiliation":[{"name":"Key Lab of Intelligent Information Processing, Institute of Computing Technology, Chinese Academy of Sciences (CAS), Beijing, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-5354-8630","authenticated-orcid":false,"given":"Chuan","family":"Qin","sequence":"additional","affiliation":[{"name":"University of Science and Technology of China, Hefei, Anhui, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-4570-643X","authenticated-orcid":false,"given":"Hengshu","family":"Zhu","sequence":"additional","affiliation":[{"name":"Baidu Talent Intelligence Center, Baidu Inc, Beijing, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-8608-8482","authenticated-orcid":false,"given":"Xing","family":"Xie","sequence":"additional","affiliation":[{"name":"Microsoft Research Asia, Beijing, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Hui","family":"Xiong","sequence":"additional","affiliation":[{"name":"Rutgers, The State University of New Jersey, New Brunswick, NJ, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Qing","family":"He","sequence":"additional","affiliation":[{"name":"Key Lab of Intelligent Information Processing, Institute of Computing Technology, Chinese Academy of Sciences (CAS), Beijing, China"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"263","reference":[{"key":"ref39","article-title":"Understand your world with bing","author":"qian","year":"2013","journal-title":"Bing Search Blog"},{"key":"ref38","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-319-60045-1_44"},{"key":"ref33","doi-asserted-by":"publisher","DOI":"10.1145\/2556270"},{"key":"ref32","doi-asserted-by":"publisher","DOI":"10.1023\/A:1021240730564"},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.1007\/978-0-387-85820-3_3"},{"key":"ref30","doi-asserted-by":"publisher","DOI":"10.1145\/3292500.3330706"},{"key":"ref37","doi-asserted-by":"publisher","DOI":"10.1145\/3289600.3290956"},{"key":"ref36","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-319-45654-6_1"},{"key":"ref35","article-title":"Towards a definition of knowledge graphs","author":"ehrlinger","year":"2016","journal-title":"Proc 12th Int Conf Semantic Syst Posters Demos Track CEUR Workshop"},{"key":"ref34","doi-asserted-by":"publisher","DOI":"10.1145\/3158369"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.1109\/TKDE.2020.2985954"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.1145\/3178876.3186175"},{"key":"ref29","doi-asserted-by":"publisher","DOI":"10.1145\/3357384.3357995"},{"key":"ref20","article-title":"Introducing the knowledge graph: Things, not strings","author":"singhal","year":"2012"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.1109\/CSEI47661.2019.8938875"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1109\/TKDE.2016.2598561"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.1109\/TKDE.2017.2754499"},{"key":"ref23","article-title":"Explainable recommendation: A survey and new perspectives","author":"zhang","year":"2018"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.1609\/aaai.v33i01.33015877"},{"key":"ref101","article-title":"Kkbox dataset","year":"2018"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1609\/aaai.v33i01.33015458"},{"key":"ref100","doi-asserted-by":"publisher","DOI":"10.1145\/2911996.2912004"},{"key":"ref50","doi-asserted-by":"publisher","DOI":"10.1145\/3357384.3358014"},{"key":"ref51","doi-asserted-by":"publisher","DOI":"10.1145\/3159652.3159666"},{"key":"ref59","doi-asserted-by":"publisher","DOI":"10.1145\/2556195.2556259"},{"key":"ref58","doi-asserted-by":"publisher","DOI":"10.1145\/2507157.2507230"},{"key":"ref57","doi-asserted-by":"publisher","DOI":"10.1109\/ICDM.2014.64"},{"key":"ref56","article-title":"Collaborative filtering with entity similarity regularization in heterogeneous information networks","author":"yu","year":"2013","journal-title":"Proc 1st Int Joint Conf Artif Intell Workshop Heterogeneous Inf Netw Anal"},{"key":"ref55","doi-asserted-by":"publisher","DOI":"10.1145\/3331184.3331188"},{"key":"ref54","doi-asserted-by":"publisher","DOI":"10.1145\/3308558.3313705"},{"key":"ref53","doi-asserted-by":"publisher","DOI":"10.1145\/3308558.3313411"},{"key":"ref52","doi-asserted-by":"publisher","DOI":"10.3390\/a11090137"},{"key":"ref40","article-title":"Knowledge graphs","author":"hogan","year":"2020"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1109\/TNNLS.2019.2909432"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1016\/j.neunet.2017.03.009"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1109\/TKDE.2005.99"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1109\/ICDM.2018.00185"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1016\/j.elerap.2019.100879"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1155\/2009\/421425"},{"key":"ref49","doi-asserted-by":"publisher","DOI":"10.1109\/ICDM.2018.00187"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1145\/1526709.1526800"},{"key":"ref46","doi-asserted-by":"publisher","DOI":"10.1145\/3109859.3109889"},{"key":"ref45","article-title":"A survey on knowledge graphs: Representation, acquisition and applications","author":"ji","year":"2020"},{"key":"ref48","doi-asserted-by":"publisher","DOI":"10.1145\/3209978.3210017"},{"key":"ref47","doi-asserted-by":"publisher","DOI":"10.1145\/3308560.3316535"},{"key":"ref42","article-title":"Which knowledge graph is best for me?","author":"f\u00e4rber","year":"2018"},{"key":"ref41","doi-asserted-by":"publisher","DOI":"10.3233\/SW-160218"},{"key":"ref44","doi-asserted-by":"publisher","DOI":"10.1109\/TKDE.2018.2807452"},{"key":"ref43","doi-asserted-by":"publisher","DOI":"10.1109\/ICDE.2016.7498247"},{"key":"ref73","doi-asserted-by":"publisher","DOI":"10.1145\/3292500.3330836"},{"key":"ref72","doi-asserted-by":"publisher","DOI":"10.1145\/3308558.3313417"},{"key":"ref71","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2019.2932466"},{"key":"ref70","doi-asserted-by":"publisher","DOI":"10.1145\/3292500.3330705"},{"key":"ref76","doi-asserted-by":"publisher","DOI":"10.1145\/3292500.3330686"},{"key":"ref77","article-title":"Attentive knowledge graph embedding for personalized recommendation","author":"sha","year":"2019"},{"key":"ref74","doi-asserted-by":"publisher","DOI":"10.1145\/3292500.3330989"},{"key":"ref75","doi-asserted-by":"publisher","DOI":"10.1145\/3326937.3341257"},{"key":"ref78","doi-asserted-by":"publisher","DOI":"10.3115\/v1\/D14-1181"},{"key":"ref79","doi-asserted-by":"publisher","DOI":"10.3115\/v1\/P15-1067"},{"key":"ref60","doi-asserted-by":"publisher","DOI":"10.1145\/2959100.2959131"},{"key":"ref62","doi-asserted-by":"publisher","DOI":"10.1109\/TKDE.2018.2833443"},{"key":"ref61","doi-asserted-by":"publisher","DOI":"10.1145\/2806416.2806528"},{"key":"ref63","doi-asserted-by":"publisher","DOI":"10.1145\/3097983.3098063"},{"key":"ref64","doi-asserted-by":"publisher","DOI":"10.1145\/3240323.3240361"},{"key":"ref65","doi-asserted-by":"publisher","DOI":"10.1609\/aaai.v33i01.33015329"},{"key":"ref66","doi-asserted-by":"publisher","DOI":"10.1145\/3343031.3350893"},{"key":"ref67","doi-asserted-by":"publisher","DOI":"10.1145\/3308558.3313607"},{"key":"ref68","doi-asserted-by":"publisher","DOI":"10.1145\/3331184.3331203"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1609\/aaai.v34i04.6077"},{"key":"ref69","article-title":"Explainable knowledge graph-based recommendation via deep reinforcement learning","author":"song","year":"2019"},{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1145\/3219819.3219965"},{"key":"ref95","article-title":"Douban movie","year":"2005"},{"key":"ref109","doi-asserted-by":"publisher","DOI":"10.1145\/3289600.3290989"},{"key":"ref94","article-title":"Movielens website","year":"1997"},{"key":"ref108","article-title":"DBLP dataset","year":"2013"},{"key":"ref93","article-title":"Movielens dataset","year":"1997"},{"key":"ref107","article-title":"Meetup","year":"2002"},{"key":"ref92","first-page":"14","article-title":"An empirical comparison of knowledge graph embeddings for item recommendation","author":"palumbo","year":"2018","journal-title":"Proc 1st Workshop Deep Learn Knowl Graphs Semantic Technol 15th Extended Semantic Web Conf"},{"key":"ref106","article-title":"Sina weibo","year":"2009"},{"key":"ref91","doi-asserted-by":"publisher","DOI":"10.3115\/v1\/D14-1179"},{"key":"ref105","article-title":"Dianping.com","year":"2009"},{"key":"ref90","first-page":"5998","article-title":"Attention is all you need","author":"vaswani","year":"2017","journal-title":"Proc Int Conf Neural Inf Process"},{"key":"ref104","article-title":"Yelp challenge dataset","year":"2013"},{"key":"ref103","doi-asserted-by":"publisher","DOI":"10.1145\/2629489"},{"key":"ref102","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/2020.acl-main.331"},{"key":"ref111","doi-asserted-by":"publisher","DOI":"10.1145\/3357384.3358166"},{"key":"ref112","doi-asserted-by":"publisher","DOI":"10.1609\/aaai.v33i01.33016252"},{"key":"ref110","doi-asserted-by":"publisher","DOI":"10.1109\/TNNLS.2018.2875144"},{"key":"ref98","article-title":"Last.fm online music system","year":"2002"},{"key":"ref99","article-title":"Last.fm-A dataset","year":"2011"},{"key":"ref96","doi-asserted-by":"publisher","DOI":"10.1145\/1060745.1060754"},{"key":"ref97","doi-asserted-by":"publisher","DOI":"10.1145\/2766462.2767755"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1145\/1639714.1639727"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1145\/3018661.3018665"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1145\/1297231.1297235"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1145\/1557019.1557067"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1145\/2939672.2939673"},{"key":"ref15","article-title":"Learning over knowledge-base embeddings for recommendation","author":"zhang","year":"2018","journal-title":"arXiv 1803 06540"},{"key":"ref82","doi-asserted-by":"publisher","DOI":"10.1145\/3097983.3098036"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1145\/3269206.3271739"},{"key":"ref81","first-page":"2787","article-title":"Translating embeddings for modeling multi-relational data","author":"bordes","year":"2013","journal-title":"Proc Int Conf Neural Inf Process"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1145\/1376616.1376746"},{"key":"ref84","first-page":"1024","article-title":"Inductive representation learning on large graphs","author":"hamilton","year":"2017","journal-title":"Proc Int Conf Neural Inf Process"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.3233\/SW-140134"},{"key":"ref83","article-title":"Efficient estimation of word representations in vector space","author":"mikolov","year":"2013"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1145\/1242572.1242667"},{"key":"ref113","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/P19-1139"},{"key":"ref80","article-title":"BPR: Bayesian personalized ranking from implicit feedback","author":"rendle","year":"2012"},{"key":"ref89","doi-asserted-by":"publisher","DOI":"10.1109\/TPAMI.2008.277"},{"key":"ref85","doi-asserted-by":"publisher","DOI":"10.1609\/aaai.v29i1.9491"},{"key":"ref86","doi-asserted-by":"publisher","DOI":"10.1609\/aaai.v28i1.8870"},{"key":"ref87","doi-asserted-by":"publisher","DOI":"10.14778\/3402707.3402736"},{"key":"ref88","doi-asserted-by":"publisher","DOI":"10.1137\/1.9781611972764.58"}],"container-title":["IEEE Transactions on Knowledge and Data Engineering"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx7\/69\/9817411\/09216015.pdf?arnumber=9216015","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2022,8,22]],"date-time":"2022-08-22T20:00:29Z","timestamp":1661198429000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/9216015\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2022,8,1]]},"references-count":113,"journal-issue":{"issue":"8"},"URL":"https:\/\/doi.org\/10.1109\/tkde.2020.3028705","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":[[2022,8,1]]}}}