Graph Collaborative Signals Denoising and Augmentation for Recommendation

Author:

Fan Ziwei1ORCID,Xu Ke1ORCID,Dong Zhang2ORCID,Peng Hao3ORCID,Zhang Jiawei4ORCID,Yu Philip S.1ORCID

Affiliation:

1. University of Illinois at Chicago, Chicago, IL, USA

2. Amazon Ads, New York City, NY, USA

3. Beihang University, Beijing, China

4. University of California, Davis, Davis, CA, USA

Funder

NSF (National Science Foundation)

Natural Science Foundation of Beijing Municipality

S&T Program of Hebei

NSFC

National Key R&D Program of China

Publisher

ACM

Reference37 articles.

1. Himan Abdollahpouri , Masoud Mansoury , Robin Burke , and Bamshad Mobasher . 2019. The unfairness of popularity bias in recommendation. arXiv preprint arXiv:1907.13286 ( 2019 ). Himan Abdollahpouri, Masoud Mansoury, Robin Burke, and Bamshad Mobasher. 2019. The unfairness of popularity bias in recommendation. arXiv preprint arXiv:1907.13286 (2019).

2. A Generic Coordinate Descent Framework for Learning from Implicit Feedback

3. Rianne van den Berg , Thomas N Kipf , and Max Welling . 2018 . Graph convolutional matrix completion . In Proceedings of the Deep Learning Day@ACM SIGKDD. Rianne van den Berg, Thomas N Kipf, and Max Welling. 2018. Graph convolutional matrix completion. In Proceedings of the Deep Learning Day@ACM SIGKDD.

4. Measuring and Relieving the Over-Smoothing Problem for Graph Neural Networks from the Topological View

5. Structured Graph Convolutional Networks with Stochastic Masks for Recommender Systems

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