Performance Limits of Stochastic Sub-Gradient Learning, Part I: Single Agent Case

Bicheng Ying, Ali H. Sayed

In this work and the supporting Part II, we examine the performance of stochastic sub-gradient learning strategies under weaker conditions than usually considered in the literature…