Matrix Factorization

Recommendation Systems (2): Collaborative Filtering and Matrix Factorization

An in-depth tour of collaborative filtering and matrix factorization: User-CF and Item-CF, similarity metrics, latent-factor models, SVD++, ALS, BPR, and factorization machines — with intuitions, derivations, and …