Statistical Inference for the Population Landscape via Moment Adjusted Stochastic Gradients

Tengyuan Liang, Weijie Su

Modern statistical inference tasks often require iterative optimization methods to compute the solution. Convergence analysis from an optimization viewpoint only informs us how wel…