Convergence Guarantees for Non-Convex Optimisation with Cauchy-Based Penalties

Oktay Karakus, Perla Mayo, Alin Achim

In this paper, we propose a proximal splitting methodology with a non-convex penalty function based on the heavy-tailed Cauchy distribution. We first suggest a closed-form expressi…