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Non asymptotic bounds in asynchronous sum-weight gossip protocols

Published 19 Nov 2021 in stat.ML, cs.LG, and math.OC | (2111.10248v1)

Abstract: This paper focuses on non-asymptotic diffusion time in asynchronous gossip protocols. Asynchronous gossip protocols are designed to perform distributed computation in a network of nodes by randomly exchanging messages on the associated graph. To achieve consensus among nodes, a minimal number of messages has to be exchanged. We provides a probabilistic bound to such number for the general case. We provide a explicit formula for fully connected graphs depending only on the number of nodes and an approximation for any graph depending on the spectrum of the graph.

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