Joint Representation Learning for Top-N Recommendation with Heterogeneous Information Sources

Author:

Zhang Yongfeng1,Ai Qingyao1,Chen Xu2,Croft W. Bruce1

Affiliation:

1. University of Massachusetts Amherst, Amherst, MA, USA

2. Tsinghua University, Beijing, China

Funder

National Science Foundation

Center for Intelligent Information Retrieval

Publisher

ACM

Reference46 articles.

1. Informed Recommender: Basing Recommendations on Consumer Product Reviews

2. Amjad Almahairi Kyle Kastner Kyunghyun Cho and Aaron Courville. 2015. Learning distributed representations from reviews for collaborative filtering RecSys. 147--154. 10.1145/2792838.2800192 Amjad Almahairi Kyle Kastner Kyunghyun Cho and Aaron Courville. 2015. Learning distributed representations from reviews for collaborative filtering RecSys. 147--154. 10.1145/2792838.2800192

3. Yang Bao Hui Fang and Jie Zhang. 2014. TopicMF: Simultaneously Exploiting Ratings and Reviews for Recommendation. AAAI. Yang Bao Hui Fang and Jie Zhang. 2014. TopicMF: Simultaneously Exploiting Ratings and Reviews for Recommendation. AAAI.

4. Konstantin Bauman Bing Liu and Alexander Tuzhilin. 2017. Aspect Based Recommendations: Recommending Items with the Most Valuable Aspects Based on User Reviews. In KDD. 717--725. 10.1145/3097983.3098170 Konstantin Bauman Bing Liu and Alexander Tuzhilin. 2017. Aspect Based Recommendations: Recommending Items with the Most Valuable Aspects Based on User Reviews. In KDD. 717--725. 10.1145/3097983.3098170

5. Representation Learning: A Review and New Perspectives

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