Publication

• [1998] Empirical Analysis of Predictive Algorithms for Collaborative Filtering
• [1998] Learning Collaborative Information Filters
• [2001] Item-based Collaborative Filtering Recommendation Algorithms
• [2001] Spectral Analysis of Data
• [2007] Lessons from the Netflix Prize Challenge
• [2008] Large-Scale RecommenderSystems and the Netflix Prize Competition
• [2009] Matrix Factorization Techniques for Recommender Systems
  • some paper of Yehuda Koren is very good.
• [2013] Ad Click Prediction: a View from the Trenches
• [RecSys2019] Are We Really Making Much Progress? A Worrying Analysis of Recent Neural Recommendation Approaches
• [2022] Advances in Collaborative Filtering

Course

• [2015] Mining Massive Data Sets

Book

• [2020] [https://d2l.ai/chapter_recommender-systems/recsys-intro.html]

Blog

• The Netflix Prize and Singular Value Decomposition