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Recommender System Study

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Recommender_System

Recommender System : The Textbook

Content Note
1 Chapter 1 : An Introduction to Recommender Systems note
2 Chapter 2 : Neighborhood-based Collaborative Filtering note
3 Chapter 3 : Model-Based Collaborative Filtering note

Paper review

Name Note Link
1 Toward the next generation of recommender systems: a survey of the state-of-the-art and possible extensions note link
2 Matrix factorization techniques for recommender systems note link
3 SESSION-BASED RECOMMENDATIONS WITH RECURRENT NEURAL NETWORKS note link
4 AutoRec: Autoencoders Meet Collaborative Filtering note link
5 Variational Autoencoders for Collaborative Filtering note link
6 Neural Graph Collaborative Filtering note link
7 LightGCN: Simplifying and Powering Graph Convolution Network for Recommendation note link

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Recommender System Study