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Inter-Basket and Intra-Basket Adaptive Attention Network for Next Basket Recommendation

文献类型：期刊论文

作者Che, Binbin4; Cui, Zhiming1; Sheng, Victor S.2; Zhao, Lei4; Fang, Junhua4; Zhao, Pengpeng3,4
刊名IEEE ACCESS
出版日期2019
卷号7页码:80644-80650
关键词Basket recommendation recurrent neural network adaptive attention
ISSN号2169-3536
DOI10.1109/ACCESS.2019.2922985
英文摘要Next basket recommendation with consideration of user sequential shopping behaviors plays a significant role in E-commerce to improve the user experience and service quality. Recently, recurrent neural networks (RNNs), especially attention-based RNN, have been widely adopted in the next basket recommendation. However, existing fixed attention mechanisms are not designed to model the dynamic and diverse characteristics of user appetites. In this paper, we propose an inter-basket and intra-basket adaptive attention network (IIAAN) for the next basket recommendation. Specifically, the inter-basket adaptive attention acts on all historical user baskets to model user's diverse long-term preferences, while the intra-basket adaptive attention is designed to act on item-level in the most recent basket to model user's dynamic and different short-term preferences. Then, we further integrate inter-basket and intra-basket adaptive attentions together to improve recommendation effectiveness. Finally, we evaluate the proposed model IIAAN using three real-world datasets from various E-commerce platforms. Our experimental results show that our model IIAAN significantly outperforms the state-of-the-art approaches for the next basket recommendation.
资助项目NSFC[61876217] ; NSFC[61872258] ; NSFC[61728205] ; Suzhou Science and Technology Development Program[SYG201803] ; Postdoctoral Research Foundation of China[2017M621813] ; Natural Science Fund for Colleges and Universities in Jiangsu Province[18KJB520044] ; Key Laboratory of Intelligent Information Processing, Institute of Computing Technology, Chinese Academy of Sciences[IIP2019-1]
WOS研究方向Computer Science ; Engineering ; Telecommunications
语种英语
WOS记录号WOS:000474702200001
出版者IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
源URL[http://119.78.100.204/handle/2XEOYT63/4325]  
专题中国科学院计算技术研究所期刊论文_英文
通讯作者Zhao, Pengpeng
作者单位1.Suzhou Univ Sci & Technol, Sch Elect & Informat Engn, Suzhou 215009, Peoples R China
2.Univ Cent Arkansas, Comp Sci Dept, Conway, AR 72035 USA
3.Chinese Acad Sci, Inst Comp Technol, Key Lab Intelligent Informat Proc, Beijing 100190, Peoples R China
4.Soochow Univ, Sch Comp Sci & Technol, Inst Artificial Intelligence, Suzhou 215006, Peoples R China
推荐引用方式
GB/T 7714		 Che, Binbin,Cui, Zhiming,Sheng, Victor S.,et al. Inter-Basket and Intra-Basket Adaptive Attention Network for Next Basket Recommendation[J]. IEEE ACCESS,2019,7:80644-80650.
APA Che, Binbin,Cui, Zhiming,Sheng, Victor S.,Zhao, Lei,Fang, Junhua,&Zhao, Pengpeng.(2019).Inter-Basket and Intra-Basket Adaptive Attention Network for Next Basket Recommendation.IEEE ACCESS,7,80644-80650.
MLA Che, Binbin,et al."Inter-Basket and Intra-Basket Adaptive Attention Network for Next Basket Recommendation".IEEE ACCESS 7(2019):80644-80650.

入库方式： OAI收割

来源：计算技术研究所

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