Shah, Suhail Mohmad ; Borkar, Vivek S. (2018) Distributed Stochastic Approximation with Local Projections SIAM Journal on Optimization, 28 (4). pp. 3375-3401. ISSN 1052-6234
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Official URL: http://doi.org/10.1137/17M1128460
Related URL: http://dx.doi.org/10.1137/17M1128460
Abstract
We propose a distributed version of a stochastic approximation scheme constrained to remain in the intersection of a finite family of convex sets. The projection to the intersection of these sets is also computed in a distributed manner and a “nonlinear gossip” mechanism is employed to blend the projection iterations with the stochastic approximation using multiple time scales.
Item Type: | Article |
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Source: | Copyright of this article belongs to Society for Industrial and Applied Mathematics. |
Keywords: | distributed algorithms; Stochastic approximation; Projection; Differential inclusions; Multiple time scales |
ID Code: | 135158 |
Deposited On: | 19 Jan 2023 10:41 |
Last Modified: | 19 Jan 2023 10:41 |
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