中国科学院机构知识库网格
Chinese Academy of Sciences Institutional Repositories Grid
首页 机构 成果 学者
  
  1. CAS IR Grid
  2. 计算技术研究所
  3. 中国科学院计算技术研究所
  4. 中国科学院计算技术研究所期刊论文
  5. 英文
Modeling Temporal Dynamics of Users' Purchase Behaviors for Next Basket Prediction

文献类型：期刊论文

作者Wang, Pengfei1; Zhang, Yongfeng2; Niu, Shuzi3; Guo, Jiafeng4
刊名JOURNAL OF COMPUTER SCIENCE AND TECHNOLOGY
出版日期2019-11-01
卷号34期号:6页码:1230-1240
关键词sequential recommendation dynamic representation next basket recommendation
ISSN号1000-9000
DOI10.1007/s11390-019-1972-2
英文摘要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.
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
语种英语
WOS记录号WOS:000511331700005
出版者SCIENCE PRESS
源URL[http://119.78.100.204/handle/2XEOYT63/14409]  
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.

入库方式： OAI收割

来源：计算技术研究所

浏览0
下载0
收藏0
其他版本

除非特别说明，本系统中所有内容都受版权保护，并保留所有权利。