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

doi:10.1109/ACCESS.2019.2922985

CORC > 计算技术研究所 > 中国科学院计算技术研究所 > 中国科学院计算技术研究所期刊论文 > 英文

	Inter-Basket and Intra-Basket Adaptive Attention Network for Next Basket Recommendation
	Che, Binbin 4; Cui, Zhiming 1; Sheng, Victor S.2; Zhao, Lei 4; Fang, Junhua 4; Zhao, Pengpeng 3,4
刊名	IEEE ACCESS
	2019
卷号	7 页码:80644-80650
关键词	Basket recommendation recurrent neural network adaptive attention
ISSN号	2169-3536
DOI	10.1109/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
出版者	IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
WOS记录号	WOS:000474702200001
内容类型	期刊论文
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.