Nonconvex Factorization and Manifold Formulations are Almost Equivalent in Low-rank Matrix Optimization

Yuetian Luo, Xudong Li, Anru R. Zhang

In this paper, we consider the geometric landscape connection of the widely studied manifold and factorization formulations in low-rank positive semidefinite (PSD) and general matr…