DKN: Deep Knowledge-Aware Network for News Recommendation

25 Jan 2018Hongwei Wang • Fuzheng Zhang • Xing Xie • Minyi Guo

To solve the above problems, in this paper, we propose a deep knowledge-aware network (DKN) that incorporates knowledge graph representation into news recommendation. In addition, to address users' diverse interests, we also design an attention module in DKN to dynamically aggregate a user's history with respect to current candidate news. We also validate the efficacy of the usage of knowledge in DKN.

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