Towards Faster Rates and Oracle Property for Low-Rank Matrix Estimation

Huan Gui, Jiawei Han, Quanquan Gu

Abstract: We present a unified framework for low-rank matrix estimation with a nonconvex penalty. A proximal gradient homotopy algorithm is proposed to solve the proposed optimization problem. Theoretically,...