An Inexact Semismooth Newton Method on Riemannian Manifolds with Application to Duality-Based Total Variation Denoising

We propose a higher-order method for solving nonsmooth optimization problems on manifolds. To obtain superlinear convergence, we apply a Riemannian semismooth Newton method to a nonsmooth nonlinear...