Stochastic Gradient and Langevin Processes

Xiang Cheng, Dong Yin, Peter L. Bartlett, Michael I. Jordan

Abstract: We prove quantitative convergence rates at which discrete Langevin-like processes converge to the invariant distribution of a related stochastic differential equation. We study the setup where the ...