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COT: Contextual Operating Tensor for Context-aware Recommender Systems
Liu, Qiang; Wu, Shu; Wang, Liang
2015
会议名称AAAI Conference on Artificial Intelligence (AAAI)
会议录名称In Proceedings of the Twenty-Ninth AAAI Conference on Artificial Intelligence (AAAI), 2015
会议日期January 25-30
会议地点Austin
摘要With rapid growth of information on the internet, recommender systems become fundamental for helping users alleviate the problem of information overload. Since contextual information can be used as a signifi- cant factor in modeling user behavior, various contextaware recommendation methods are proposed. However, the state-of-the-art context modeling methods treat contexts as other dimensions similar to the dimensions of users and items, and cannot capture the special semantic operation of contexts. On the other hand, some works on multi-domain relation prediction can be used for the context-aware recommendation, but they have problems in generating recommendation under a large amount of contextual information. In this work, we propose Contextual Operating Tensor (COT) model, which represents the common semantic effects of contexts as a contextual operating tensor and represents a context as a latent vector. Then, to model the semantic operation of a context combination, we generate contextual operating matrix from the contextual operating tensor and latent vectors of contexts. Thus latent vectors of users and items can be operated by the contextual operating matrices. Experimental results show that the proposed COT model yields significant improvements over the competitive compared methods on three typical datasets, i.e., Food, Adom and Movielens-1M datasets
关键词Recommender Systems Context-aware Contextual Operating
文献类型会议论文
条目标识符http://ir.ia.ac.cn/handle/173211/12347
专题智能感知与计算研究中心
通讯作者Wu, Shu
作者单位Institute of Automation, Chinese Academy of Sciences
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Liu, Qiang,Wu, Shu,Wang, Liang. COT: Contextual Operating Tensor for Context-aware Recommender Systems[C],2015.
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