Convergence analysis for a nonlocal gradient descent method via directional Gaussian smoothing

Hoang Tran, Qiang Du, Guannan Zhang

We analyze the convergence of a nonlocal gradient descent method for minimizing a class of high-dimensional non-convex functions, where a directional Gaussian smoothing (DGS) is pr…