Blind Regression: Nonparametric Regression for Latent Variable Models via Collaborative Filtering

We introduce the framework of blind regression motivated by matrix completion for recommendation systems: given m users, n movies, and a subset of user-movie ratings, the goal is to predict the unobserved user-movie ratings given the data, i.e., to complete the partially observed matrix.