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Optimal Algorithms for Distributed Optimization

Published • Nov 14, 2018
Authors:
César A. Uribe
,
Soomin Lee
,
Alexander Gasnikov

Abstract

In this paper, we study the optimal convergence rate for distributed convex optimization problems in networks. We model the communication restrictions imposed by the network as a set of affine constraints and provide optimal complexity bounds for four different setups, namely: the function $F(\xb) \...

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