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DISTRIBUTED STOCHASTIC APPROXIMATION WITH LOCAL PROJECTIONS.

Authors :
SHAH, SUHAIL MOHMAD
BORKAR, VIVEK S.
Source :
SIAM Journal on Optimization. 2018, Vol. 28 Issue 4, p3375-3401. 27p.
Publication Year :
2018

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 "gossip" mechanism is employed to blend the projection iterations with the stochastic approximation using multiple time scales. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
10526234
Volume :
28
Issue :
4
Database :
Academic Search Index
Journal :
SIAM Journal on Optimization
Publication Type :
Academic Journal
Accession number :
136108039
Full Text :
https://doi.org/10.1137/17M1128460