Fast Low-Rank Matrix Learning with Nonconvex Regularization

Quanming Yao, James T. Kwok, Wenliang Zhong

Low-rank modeling has a lot of important applications in machine learning, computer vision and social network analysis. While the matrix rank is often approximated by the convex nu…