Modeling Temporal Dynamics of Users' Purchase Behaviors for Next Basket Prediction

doi:10.1007/s11390-019-1972-2

	Modeling Temporal Dynamics of Users' Purchase Behaviors for Next Basket Prediction
	Wang, Pengfei 1; Zhang, Yongfeng 2; Niu, Shuzi 3; Guo, Jiafeng 4
	2019-11-01
发表期刊	JOURNAL OF COMPUTER SCIENCE AND TECHNOLOGY
ISSN	1000-9000
卷号	34 期号:6 页码:1230-1240
摘要	Next basket prediction attempts to provide sequential recommendations to users based on a sequence of the user's previous purchases. Ideally, a good prediction model should be able to explore the personalized preference of the users, as well as the sequential relations of the items. This goal of modeling becomes even more challenging when both factors are time-dependent. However, existing methods either take these two aspects as static, or only consider temporal dynamics for one of the two aspects. In this work, we propose the dynamic representation learning approach for time-dependent next basket recommendation, which jointly models the dynamic nature of user preferences and item relations. To do so, we explicitly model the transaction timestamps, as well as the dynamic representations of both users and items, so as to capture the personalized user preference on each individual item dynamically. Experiments on three real-world retail datasets show that our method significantly outperforms several state-of-the-art methods for next basket recommendation.
关键词	sequential recommendation dynamic representation next basket recommendation
DOI	10.1007/s11390-019-1972-2
收录类别	SCI
语种	英语
资助项目	National Natural Science Foundation of China[61802029] ; National Natural Science Foundation of China[61602451] ; Fundamental Research for the Central Universities of China[500419741]
WOS研究方向	Computer Science
WOS类目	Computer Science, Hardware & Architecture ; Computer Science, Software Engineering
WOS记录号	WOS:000511331700005
出版者	SCIENCE PRESS
引用统计	被引频次：14[WOS] [WOS记录] [WOS相关记录]
文献类型	期刊论文
条目标识符	http://119.78.100.204/handle/2XEOYT63/14410
专题	中国科学院计算技术研究所期刊论文_英文
通讯作者	Wang, Pengfei
作者单位	1.Beijing Univ Posts & Telecommun, Sch Comp Sci, Beijing 100876, Peoples R China 2.Rutgers State Univ, Dept Comp Sci, New Brunswick, NJ 07450 USA 3.Chinese Acad Sci, Inst Software, Beijing 100190, Peoples R China 4.Chinese Acad Sci, Inst Comp Technol, Beijing 100190, Peoples R China
推荐引用方式 GB/T 7714	Wang, Pengfei,Zhang, Yongfeng,Niu, Shuzi,et al. Modeling Temporal Dynamics of Users' Purchase Behaviors for Next Basket Prediction[J]. JOURNAL OF COMPUTER SCIENCE AND TECHNOLOGY,2019,34(6):1230-1240.
APA	Wang, Pengfei,Zhang, Yongfeng,Niu, Shuzi,&Guo, Jiafeng.(2019).Modeling Temporal Dynamics of Users' Purchase Behaviors for Next Basket Prediction.JOURNAL OF COMPUTER SCIENCE AND TECHNOLOGY,34(6),1230-1240.
MLA	Wang, Pengfei,et al."Modeling Temporal Dynamics of Users' Purchase Behaviors for Next Basket Prediction".JOURNAL OF COMPUTER SCIENCE AND TECHNOLOGY 34.6(2019):1230-1240.