Nonlinear Optimization Filters for Stochastic Time-Varying Convex Optimization

Andrea Simonetto, Paolo Massioni

We look at a stochastic time-varying optimization problem and we formulate online algorithms to find and track its optimizers in expectation. The algorithms are derived from the in…