Heuristic adaptive fast gradient method in stochastic optimization tasks

preprint2019arXivOpen access

Abstract

In this paper, we present a heuristic adaptive fast gradient method. We show that in practice our method has a better convergence rate than popular today optimization methods. Moreover, we justify our method and point out some problems that do not allow us to obtain theoretical estimates.

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