第2期 鲍维克，等：面向推荐系统的分期序列自注意力网络 ·361· [15]VASWANI A,SHAZEER N,PARMAR N,et al.Atten- [21]WANG Pengfei,GUO Jiafeng,LAN Yanyan,et al. tion is all you need[Cl//Proceedings of the 31st Confer- Learning hierarchical representation model for NextBas- ence on Neural Information Processing Systems.Long ket recommendation[C]//Proceedings of the 38th Interna- Beach,USA,2017:5998-6008. tional ACM SIGIR conference on Research and Develop- [16]CHO K,VAN MERRIENBOER B,GULCEHRE C,et al. ment in Information Retrieval.Santiago,Chile,2015: Learning phrase representations using RNN encoder-de- 403-412 coder for statistical machine translation[C]//Proceedings [22]李全，许新华，刘兴红，等.融合时空感知GU和注意 of 2014 Conference on Empirical Methods in Natural 力的下一个地点推荐[.计算机应用，2020,40(3)： Language Processing.Doha,Qatar,2014:1724-1734. 677-682. [17]PAN Rong,ZHOU Yunhong,CAO Bin,et al.One-class LI Quan,XU Xinhua,LIU Xinghong,et al.Next location collaborative filtering[C]//Proceedings of the 2008 8th recommendation based on spatiotemporal-aware GRU IEEE International Conference on Data Mining.Pisa, and attention[J].Journal of computer applications,2020, taly,2008:502-511. [18]RENDLE S.FREUDENTHALER C,GANTNER Z,et al. 40(3:677-682 BPR:Bayesian personalized ranking from implicit feed- 作者简介： back[Cl//Proceedings of the 25th Conference on Uncer- 鲍维克，硕士研究生，主要研究方 tainty in Artificial Intelligence.Montreal,Canada,2009: 向为推荐系统。 452-461 [19]HU Liang,CAO Longbing,WANG Shoujin,et al.Diver- sifying personalized recommendation with user-session context[C]//Proceedings of the 26th International Joint Conference on Artificial Intelligence.Melbourne,Aus- tralia.2017:1858-1864. 袁春，副研究员，博土，博士生导 师，EEE高级会员，清华大学-香港中 [20]CHO E.A MYERS S A.LESKOVEC J.Friendship and 文大学媒体科学、技术与系统联合研 mobility:user movement in location-based social net- 究中心常务副主任，主要研究方向为 works[C]//Proceedings of the 17th ACM SIGKDD Inter- 机器学习、计算机视觉。发表学术论 national Conference on Knowledge Discovery and Data 文100余篇。 Mining.San Diego,USA,2011:1082-1090.VASWANI A, SHAZEER N, PARMAR N, et al. Atten￾tion is all you need[C]//Proceedings of the 31st Confer￾ence on Neural Information Processing Systems. Long Beach, USA, 2017: 5998−6008. [15] CHO K, VAN MERRIËNBOER B, GULCEHRE C, et al. Learning phrase representations using RNN encoder-de￾coder for statistical machine translation[C]//Proceedings of 2014 Conference on Empirical Methods in Natural Language Processing. Doha, Qatar, 2014: 1724−1734. [16] PAN Rong, ZHOU Yunhong, CAO Bin, et al. One-class collaborative filtering[C]//Proceedings of the 2008 8th IEEE International Conference on Data Mining. Pisa, Italy, 2008: 502−511. [17] RENDLE S, FREUDENTHALER C, GANTNER Z, et al. BPR: Bayesian personalized ranking from implicit feed￾back[C]//Proceedings of the 25th Conference on Uncer￾tainty in Artificial Intelligence. Montreal, Canada, 2009: 452−461. [18] HU Liang, CAO Longbing, WANG Shoujin, et al. Diver￾sifying personalized recommendation with user-session context[C]//Proceedings of the 26th International Joint Conference on Artificial Intelligence. Melbourne, Aus￾tralia, 2017: 1858−1864. [19] CHO E, A MYERS S A, LESKOVEC J. Friendship and mobility: user movement in location-based social net￾works[C]//Proceedings of the 17th ACM SIGKDD Inter￾national Conference on Knowledge Discovery and Data Mining. San Diego, USA, 2011: 1082−1090. [20] WANG Pengfei, GUO Jiafeng, LAN Yanyan, et al. Learning hierarchical representation model for NextBas￾ket recommendation[C]//Proceedings of the 38th Interna￾tional ACM SIGIR conference on Research and Develop￾ment in Information Retrieval. Santiago, Chile, 2015: 403−412. [21] 李全, 许新华, 刘兴红, 等. 融合时空感知 GRU 和注意 力的下一个地点推荐 [J]. 计算机应用, 2020, 40(3): 677–682. LI Quan, XU Xinhua, LIU Xinghong, et al. Next location recommendation based on spatiotemporal-aware GRU and attention[J]. Journal of computer applications, 2020, 40(3): 677–682. [22] 作者简介： 鲍维克，硕士研究生，主要研究方 向为推荐系统。 袁春，副研究员，博士，博士生导 师，IEEE 高级会员，清华大学−香港中 文大学媒体科学、技术与系统联合研 究中心常务副主任，主要研究方向为 机器学习、计算机视觉。发表学术论 文 100 余篇。 第 2 期 鲍维克，等：面向推荐系统的分期序列自注意力网络 ·361·