"Plus/minus the learning rate": Easy and Scalable Statistical Inference with SGD

Jerry Chee, Hwanwoo Kim, Panos Toulis

Abstract: In this paper, we develop a statistical inference procedure using stochastic gradient descent (SGD)-based confidence intervals. These intervals are of the simplest possible form: $\theta_{N,j} \pm ...