Finite Sample and Large Deviations Analysis of Stochastic Gradient Algorithm with Correlated Noise

George Yin, Vikram Krishnamurthy

We analyze the finite sample regret of a decreasing step size stochastic gradient algorithm. We assume correlated noise and use a perturbed Lyapunov function as a systematic approa…