Stochastic Gradient Descent for Constrained Optimization based on Adaptive Relaxed Barrier Functions

Naum Dimitrieski, Jing Cao, Christian Ebenbauer

This paper presents a novel stochastic gradient descent algorithm for constrained optimization. The proposed algorithm randomly samples constraints and components of the finite sum…