Hinge-Proximal Stochastic Gradient Methods for Convex Optimization with Functional Constraints

Vaibhav Rajoriya, Prateek Priyaranjan Pradhan, Ketan Rajawat

This paper considers stochastic convex optimization problems with smooth functional constraints arising in constrained estimation and robust signal recovery. We operate in the high…