{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,4]],"date-time":"2026-04-04T17:51:37Z","timestamp":1775325097138,"version":"3.50.1"},"publisher-location":"New York, NY, USA","reference-count":40,"publisher":"ACM","license":[{"start":{"date-parts":[[2017,8,4]],"date-time":"2017-08-04T00:00:00Z","timestamp":1501804800000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.acm.org\/publications\/policies\/copyright_policy#Background"}],"funder":[{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["61502077, 61631005"],"award-info":[{"award-number":["61502077, 61631005"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":["dl.acm.org"],"crossmark-restriction":true},"short-container-title":[],"published-print":{"date-parts":[[2017,8,4]]},"DOI":"10.1145\/3097983.3098008","type":"proceedings-article","created":{"date-parts":[[2017,8,4]],"date-time":"2017-08-04T18:35:54Z","timestamp":1501871754000},"page":"325-334","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":53,"title":["Discrete Content-aware Matrix Factorization"],"prefix":"10.1145","author":[{"given":"Defu","family":"Lian","sequence":"first","affiliation":[{"name":"University of Electronic Science and Technology of China, Chengdu, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Rui","family":"Liu","sequence":"additional","affiliation":[{"name":"University of Electronic Science and Technology of China, Chengdu, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Yong","family":"Ge","sequence":"additional","affiliation":[{"name":"University of Arizona, Tucson, AZ, USA"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Kai","family":"Zheng","sequence":"additional","affiliation":[{"name":"University of Electronic Science and Technology of China, Chengdu, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Xing","family":"Xie","sequence":"additional","affiliation":[{"name":"Microsoft Research, Beijing, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Longbing","family":"Cao","sequence":"additional","affiliation":[{"name":"University of Technology Sydney, Sydney, China"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"320","published-online":{"date-parts":[[2017,8,4]]},"reference":[{"key":"e_1_3_2_2_1_1","doi-asserted-by":"publisher","DOI":"10.1109\/TKDE.2005.99"},{"key":"e_1_3_2_2_2_1","volume-title":"Proceedings of NIPS'11","author":"Agarwal Alekh","year":"2011","unstructured":"Alekh Agarwal and John C Duchi 2011 . Distributed delayed stochastic optimization . In Proceedings of NIPS'11 . 873--881. Alekh Agarwal and John C Duchi 2011. Distributed delayed stochastic optimization. In Proceedings of NIPS'11. 873--881."},{"key":"e_1_3_2_2_3_1","doi-asserted-by":"publisher","DOI":"10.1145\/1557019.1557029"},{"key":"e_1_3_2_2_4_1","doi-asserted-by":"publisher","DOI":"10.5555\/2503308.2503357"},{"key":"e_1_3_2_2_5_1","doi-asserted-by":"crossref","unstructured":"Abhinandan S Das Mayur Datar Ashutosh Garg and Shyam Rajaram 2007. Google news personalization: scalable online collaborative filtering Proceedings of WWW'07. ACM 271--280. Abhinandan S Das Mayur Datar Ashutosh Garg and Shyam Rajaram 2007. Google news personalization: scalable online collaborative filtering Proceedings of WWW'07. ACM 271--280.","DOI":"10.1145\/1242572.1242610"},{"key":"e_1_3_2_2_6_1","unstructured":"Gideon Dror Noam Koenigstein Yehuda Koren and Markus Weimer 2012. The Yahoo! Music Dataset and KDD-Cup'11.. In KDD Cup. 8--18. Gideon Dror Noam Koenigstein Yehuda Koren and Markus Weimer 2012. The Yahoo! Music Dataset and KDD-Cup'11.. In KDD Cup. 8--18."},{"key":"e_1_3_2_2_7_1","doi-asserted-by":"crossref","unstructured":"Rainer Gemulla Erik Nijkamp Peter J Haas and Yannis Sismanis 2011. Large-scale matrix factorization with distributed stochastic gradient descent Proceedings of KDD'11. ACM 69--77. Rainer Gemulla Erik Nijkamp Peter J Haas and Yannis Sismanis 2011. Large-scale matrix factorization with distributed stochastic gradient descent Proceedings of KDD'11. ACM 69--77.","DOI":"10.1145\/2020408.2020426"},{"key":"e_1_3_2_2_8_1","doi-asserted-by":"publisher","DOI":"10.1145\/502090.502098"},{"key":"e_1_3_2_2_9_1","volume-title":"Fast matrix factorization for online recommendation with implicit feedback Proceedings of SIGIR'16","author":"He Xiangnan","unstructured":"Xiangnan He , Hanwang Zhang , Min-Yen Kan , and Tat-Seng Chua 2016. Fast matrix factorization for online recommendation with implicit feedback Proceedings of SIGIR'16 , Vol. Vol. 16 . Xiangnan He, Hanwang Zhang, Min-Yen Kan, and Tat-Seng Chua 2016. Fast matrix factorization for online recommendation with implicit feedback Proceedings of SIGIR'16, Vol. Vol. 16."},{"key":"e_1_3_2_2_10_1","volume-title":"Collaborative filtering for implicit feedback datasets Proceedings of ICDM'08","author":"Hu Y.","unstructured":"Y. Hu , Y. Koren , and C. Volinsky 2008. Collaborative filtering for implicit feedback datasets Proceedings of ICDM'08 . IEEE , 263--272. Y. Hu, Y. Koren, and C. Volinsky 2008. Collaborative filtering for implicit feedback datasets Proceedings of ICDM'08. IEEE, 263--272."},{"key":"e_1_3_2_2_11_1","volume-title":"A variational approach to Bayesian logistic regression models and their extensions Sixth International Workshop on Artificial Intelligence and Statistics","author":"Jaakkola T","unstructured":"T Jaakkola and M Jordan 1997. A variational approach to Bayesian logistic regression models and their extensions Sixth International Workshop on Artificial Intelligence and Statistics , Vol. Vol. 82 . T Jaakkola and M Jordan 1997. A variational approach to Bayesian logistic regression models and their extensions Sixth International Workshop on Artificial Intelligence and Statistics, Vol. Vol. 82."},{"key":"e_1_3_2_2_12_1","unstructured":"Alexandros Karatzoglou Alexander J Smola and Markus Weimer. 2010. Collaborative Filtering on a Budget.. In AISTATS. 389--396. Alexandros Karatzoglou Alexander J Smola and Markus Weimer. 2010. Collaborative Filtering on a Budget.. In AISTATS. 389--396."},{"key":"e_1_3_2_2_13_1","doi-asserted-by":"publisher","DOI":"10.1145\/2507157.2507168"},{"key":"e_1_3_2_2_14_1","doi-asserted-by":"publisher","DOI":"10.1145\/2835776.2835781"},{"key":"e_1_3_2_2_15_1","volume-title":"Sparse Bayesian Content-Aware Collaborative Filtering for Implicit Feedback Proceedings of IJCAI';16","author":"Lian Defu","year":"2016","unstructured":"Defu Lian , Yong Ge , Nicholas Jing Yuan , Xing Xie , and Hui Xiong 2016 . Sparse Bayesian Content-Aware Collaborative Filtering for Implicit Feedback Proceedings of IJCAI';16 . AAAI. Defu Lian, Yong Ge, Nicholas Jing Yuan, Xing Xie, and Hui Xiong 2016. Sparse Bayesian Content-Aware Collaborative Filtering for Implicit Feedback Proceedings of IJCAI';16. AAAI."},{"key":"e_1_3_2_2_16_1","volume-title":"Xing Xie, Tao Zhou, and Yong Rui","author":"Lian Defu","year":"2015","unstructured":"Defu Lian , Yong Ge , Fuzheng Zhang , Nicholas Jing Yuan , Xing Xie, Tao Zhou, and Yong Rui 2015 . Content-Aware Collaborative Filtering for Location Recommendation based on Human Mobility Data Proceedings of ICDM'15. IEEE , 261--270. Defu Lian, Yong Ge, Fuzheng Zhang, Nicholas Jing Yuan, Xing Xie, Tao Zhou, and Yong Rui 2015. Content-Aware Collaborative Filtering for Location Recommendation based on Human Mobility Data Proceedings of ICDM'15. IEEE, 261--270."},{"key":"e_1_3_2_2_17_1","doi-asserted-by":"publisher","DOI":"10.1145\/2623330.2623638"},{"key":"e_1_3_2_2_18_1","volume-title":"Proceedings of NIPS'14","author":"Liu Wei","year":"2014","unstructured":"Wei Liu , Cun Mu , Sanjiv Kumar , and Shih-Fu Chang . 2014 n atexlabb. Discrete graph hashing . In Proceedings of NIPS'14 . 3419--3427. Wei Liu, Cun Mu, Sanjiv Kumar, and Shih-Fu Chang. 2014natexlabb. Discrete graph hashing. In Proceedings of NIPS'14. 3419--3427."},{"key":"e_1_3_2_2_19_1","unstructured":"Xianglong Liu Junfeng He Cheng Deng and Bo Lang. 2014natexlaba. Collaborative hashing Proceedings of CVPR'14. 2139--2146. Xianglong Liu Junfeng He Cheng Deng and Bo Lang. 2014natexlaba. Collaborative hashing Proceedings of CVPR'14. 2139--2146."},{"key":"e_1_3_2_2_20_1","doi-asserted-by":"crossref","unstructured":"Julian McAuley Rahul Pandey and Jure Leskovec. 2015. Inferring networks of substitutable and complementary products Proceedings of KDD'15. ACM 785--794. Julian McAuley Rahul Pandey and Jure Leskovec. 2015. Inferring networks of substitutable and complementary products Proceedings of KDD'15. ACM 785--794.","DOI":"10.1145\/2783258.2783381"},{"key":"e_1_3_2_2_21_1","unstructured":"Marius Muja and David G Lowe 2009. Fast approximate nearest neighbors with automatic algorithm configuration Proceedings of VISAPP'09. 331--340. Marius Muja and David G Lowe 2009. Fast approximate nearest neighbors with automatic algorithm configuration Proceedings of VISAPP'09. 331--340."},{"key":"e_1_3_2_2_22_1","unstructured":"Benjamin Recht Christopher Re Stephen Wright and Feng Niu 2011. Hogwild: A lock-free approach to parallelizing stochastic gradient descent Proceedings of NIPS'11. 693--701. Benjamin Recht Christopher Re Stephen Wright and Feng Niu 2011. Hogwild: A lock-free approach to parallelizing stochastic gradient descent Proceedings of NIPS'11. 693--701."},{"key":"e_1_3_2_2_23_1","doi-asserted-by":"publisher","DOI":"10.1145\/2168752.2168771"},{"key":"e_1_3_2_2_24_1","unstructured":"Steffen Rendle. 2012. Social network and click-through prediction with factorization machines KDD-Cup Workshop. Steffen Rendle. 2012. Social network and click-through prediction with factorization machines KDD-Cup Workshop."},{"key":"e_1_3_2_2_25_1","doi-asserted-by":"crossref","unstructured":"Steffen Rendle and Christoph Freudenthaler 2014. Improving pairwise learning for item recommendation from implicit feedback Proceedings of WSDM'14. ACM 273--282. Steffen Rendle and Christoph Freudenthaler 2014. Improving pairwise learning for item recommendation from implicit feedback Proceedings of WSDM'14. ACM 273--282.","DOI":"10.1145\/2556195.2556248"},{"key":"e_1_3_2_2_26_1","volume-title":"Schmidt-Thieme","author":"Rendle S.","year":"2009","unstructured":"S. Rendle , C. Freudenthaler , Z. Gantner , and L. Schmidt-Thieme 2009 . BPR : Bayesian personalized ranking from implicit feedback Proceedings of UAI'09. AUAI Press , 452--461. S. Rendle, C. Freudenthaler, Z. Gantner, and L. Schmidt-Thieme 2009. BPR: Bayesian personalized ranking from implicit feedback Proceedings of UAI'09. AUAI Press, 452--461."},{"key":"e_1_3_2_2_27_1","doi-asserted-by":"crossref","unstructured":"Harald Steck. 2010. Training and testing of recommender systems on data missing not at random Proceedings of KDD'10. ACM 713--722. Harald Steck. 2010. Training and testing of recommender systems on data missing not at random Proceedings of KDD'10. ACM 713--722.","DOI":"10.1145\/1835804.1835895"},{"key":"e_1_3_2_2_28_1","doi-asserted-by":"crossref","unstructured":"Chong Wang and David M Blei 2011. Collaborative topic modeling for recommending scientific articles Proceedings of KDD'87;11. ACM 448--456. Chong Wang and David M Blei 2011. Collaborative topic modeling for recommending scientific articles Proceedings of KDD'87;11. ACM 448--456.","DOI":"10.1145\/2020408.2020480"},{"key":"e_1_3_2_2_29_1","doi-asserted-by":"publisher","DOI":"10.1109\/TPAMI.2012.48"},{"key":"e_1_3_2_2_30_1","doi-asserted-by":"publisher","DOI":"10.1109\/JPROC.2015.2487976"},{"key":"e_1_3_2_2_31_1","volume-title":"A survey on learning to hash. arXiv preprint arXiv:1606.00185","author":"Wang Jingdong","year":"2016","unstructured":"Jingdong Wang , Ting Zhang , Jingkuan Song , Nicu Sebe , and Heng Tao Shen 2016natexlabb. A survey on learning to hash. arXiv preprint arXiv:1606.00185 ( 2016 ). Jingdong Wang, Ting Zhang, Jingkuan Song, Nicu Sebe, and Heng Tao Shen 2016natexlabb. A survey on learning to hash. arXiv preprint arXiv:1606.00185 (2016)."},{"key":"e_1_3_2_2_32_1","volume-title":"Proceedings of NIPS'07","author":"Weimer Markus","year":"2007","unstructured":"Markus Weimer , Alexandros Karatzoglou , Quoc Viet Le , and Alex Smola 2007 . Maximum margin matrix factorization for collaborative ranking . Proceedings of NIPS'07 (2007), 1--8. Markus Weimer, Alexandros Karatzoglou, Quoc Viet Le, and Alex Smola 2007. Maximum margin matrix factorization for collaborative ranking. Proceedings of NIPS'07 (2007), 1--8."},{"key":"e_1_3_2_2_33_1","unstructured":"Yair Weiss Antonio Torralba and Rob Fergus. 2009. Spectral hashing Proceedings of NIPS'09. 1753--1760. Yair Weiss Antonio Torralba and Rob Fergus. 2009. Spectral hashing Proceedings of NIPS'09. 1753--1760."},{"key":"e_1_3_2_2_34_1","volume-title":"Defu Lian, Xing Xie, and Wei-Ying Ma.","author":"Zhang Fuzheng","year":"2016","unstructured":"Fuzheng Zhang , Nicholas Jing Yuan , Defu Lian, Xing Xie, and Wei-Ying Ma. 2016 . Collaborative knowledge base embedding for recommender systems Proceedings of KDD'16. ACM , 353--362. Fuzheng Zhang, Nicholas Jing Yuan, Defu Lian, Xing Xie, and Wei-Ying Ma. 2016. Collaborative knowledge base embedding for recommender systems Proceedings of KDD'16. ACM, 353--362."},{"key":"e_1_3_2_2_35_1","doi-asserted-by":"publisher","DOI":"10.1145\/2911451.2911502"},{"key":"e_1_3_2_2_36_1","unstructured":"Yan Zhang Defu Lian and Guowu Yang 2017. Discrete Personalized Ranking for Fast Collaborative Filtering from Implicit Feedback Proceedings of AAAI'17. 1669--1675. Yan Zhang Defu Lian and Guowu Yang 2017. Discrete Personalized Ranking for Fast Collaborative Filtering from Implicit Feedback Proceedings of AAAI'17. 1669--1675."},{"key":"e_1_3_2_2_37_1","doi-asserted-by":"crossref","unstructured":"Zhiwei Zhang Qifan Wang Lingyun Ruan and Luo Si. 2014. Preference preserving hashing for efficient recommendation Proceedings of SIGIR'14. ACM 183--192. Zhiwei Zhang Qifan Wang Lingyun Ruan and Luo Si. 2014. Preference preserving hashing for efficient recommendation Proceedings of SIGIR'14. ACM 183--192.","DOI":"10.1145\/2600428.2609578"},{"key":"e_1_3_2_2_38_1","volume-title":"Scaling Factorization Machines with Parameter Server Proceedings of CIKM'16","author":"Zhong Erheng","year":"2016","unstructured":"Erheng Zhong , Yue Shi , Nathan Liu , and Suju Rajan . 2016 . Scaling Factorization Machines with Parameter Server Proceedings of CIKM'16 . ACM, 1583--1592. Erheng Zhong, Yue Shi, Nathan Liu, and Suju Rajan. 2016. Scaling Factorization Machines with Parameter Server Proceedings of CIKM'16. ACM, 1583--1592."},{"key":"e_1_3_2_2_39_1","doi-asserted-by":"publisher","DOI":"10.1145\/2339530.2339611"},{"key":"e_1_3_2_2_40_1","volume-title":"Large-scale parallel collaborative filtering for the netflix prize International Conference on Algorithmic Applications in Management","author":"Zhou Yunhong","unstructured":"Yunhong Zhou , Dennis Wilkinson , Robert Schreiber , and Rong Pan 2008. Large-scale parallel collaborative filtering for the netflix prize International Conference on Algorithmic Applications in Management . Springer , 337--348. Yunhong Zhou, Dennis Wilkinson, Robert Schreiber, and Rong Pan 2008. Large-scale parallel collaborative filtering for the netflix prize International Conference on Algorithmic Applications in Management. Springer, 337--348."}],"event":{"name":"KDD '17: The 23rd ACM SIGKDD International Conference on Knowledge Discovery and Data Mining","location":"Halifax NS Canada","acronym":"KDD '17","sponsor":["SIGMOD ACM Special Interest Group on Management of Data","SIGKDD ACM Special Interest Group on Knowledge Discovery in Data"]},"container-title":["Proceedings of the 23rd ACM SIGKDD International Conference on Knowledge Discovery and Data Mining"],"original-title":[],"link":[{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3097983.3098008","content-type":"unspecified","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/3097983.3098008","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,6,24]],"date-time":"2025-06-24T20:37:30Z","timestamp":1750797450000},"score":1,"resource":{"primary":{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3097983.3098008"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2017,8,4]]},"references-count":40,"alternative-id":["10.1145\/3097983.3098008","10.1145\/3097983"],"URL":"https:\/\/doi.org\/10.1145\/3097983.3098008","relation":{},"subject":[],"published":{"date-parts":[[2017,8,4]]},"assertion":[{"value":"2017-08-04","order":2,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}