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Stochastic subgradient method converges at the rate O(k−1/4)O(k^{-1/4})O(k−1/4) on weakly convex functions

8 February 2018
Damek Davis
Dmitriy Drusvyatskiy
ArXiv (abs)PDFHTML
Abstract

We prove that the proximal stochastic subgradient method, applied to a weakly convex problem, drives the gradient of the Moreau envelope to zero at the rate O(k−1/4)O(k^{-1/4})O(k−1/4).

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