Please, I need simplified materials that can give me thorough understanding of the following models (Bayesian Probabilistic Ranking and Sparse Linear Methods), as applied to collaborative filtering recommender systems. I have enough articles on them, but their explanations are not quite clear at all. I need simplified books or lecture notes.

Thanks