A Unified Computational and Statistical Framework for Nonconvex Low-Rank Matrix Estimation

Lingxiao Wang, Xiao Zhang, Quanquan Gu

We propose a unified framework for estimating low-rank matrices through nonconvex optimization based on gradient descent algorithm. Our framework is quite general and can be applie…