Multi-level Recommendation Reasoning over Knowledge Graphs with Reinforcement Learning

Author:

Wang Xiting1,Liu Kunpeng2,Wang Dongjie2,Wu Le3,Fu Yanjie2,Xie Xing1

Affiliation:

1. Microsoft Research Asia, China

2. University of Central Florida, USA

3. HeFei University of Technology, China

Publisher

ACM

Reference40 articles.

1. Unifying Knowledge Graph Learning and Recommendation: Towards a Better Understanding of User Preferences

2. Chong Chen Min Zhang Weizhi Ma Yiqun Liu and Shaoping Ma. 2020. Jointly non-sampling learning for knowledge graph enhanced recommendation. In SIGIR. 189–198. Chong Chen Min Zhang Weizhi Ma Yiqun Liu and Shaoping Ma. 2020. Jointly non-sampling learning for knowledge graph enhanced recommendation. In SIGIR. 189–198.

3. Zhihong Cui , Hongxu Chen , Lizhen Cui , Shijun Liu , Xueyan Liu , Guandong Xu , and Hongzhi Yin . 2021. Reinforced KGs reasoning for explainable sequential recommendation. World Wide Web ( 2021 ), 1–24. Zhihong Cui, Hongxu Chen, Lizhen Cui, Shijun Liu, Xueyan Liu, Guandong Xu, and Hongzhi Yin. 2021. Reinforced KGs reasoning for explainable sequential recommendation. World Wide Web (2021), 1–24.

4. Chao Feng , Defu Lian , Xiting Wang , Zheng liu , Xing Xie, and Enhong Chen. 2022 . Reinforcement Routing on Proximity Graph for Efficient Recommendation . arxiv:2201.09290 [cs.IR] Chao Feng, Defu Lian, Xiting Wang, Zheng liu, Xing Xie, and Enhong Chen. 2022. Reinforcement Routing on Proximity Graph for Efficient Recommendation. arxiv:2201.09290 [cs.IR]

5. Zuohui Fu Yikun Xian Ruoyuan Gao Jieyu Zhao Qiaoying Huang Yingqiang Ge Shuyuan Xu Shijie Geng Chirag Shah Yongfeng Zhang 2020. Fairness-aware explainable recommendation over knowledge graphs. In SIGIR. 69–78. Zuohui Fu Yikun Xian Ruoyuan Gao Jieyu Zhao Qiaoying Huang Yingqiang Ge Shuyuan Xu Shijie Geng Chirag Shah Yongfeng Zhang 2020. Fairness-aware explainable recommendation over knowledge graphs. In SIGIR. 69–78.

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