Symmetry, Saddle Points, and Global Optimization Landscape of Nonconvex Matrix Factorization

Xingguo Li, Junwei Lu, Raman Arora +4

We propose a general theory for studying the \xl{landscape} of nonconvex \xl{optimization} with underlying symmetric structures \tz{for a class of machine learning problems (e.g.,…