Sharp global convergence guarantees for iterative nonconvex optimization: A Gaussian process perspective

Kabir Aladin Chandrasekher, Ashwin Pananjady, Christos Thrampoulidis

We consider a general class of regression models with normally distributed covariates, and the associated nonconvex problem of fitting these models from data. We develop a general…