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Straggler-Resilient and Communication-Efficient Distributed Iterative Linear Solver

Authors :
Haddadpour, Farzin
Yang, Yaoqing
Chaudhari, Malhar
Cadambe, Viveck R
Grover, Pulkit
Publication Year :
2018

Abstract

We propose a novel distributed iterative linear inverse solver method. Our method, PolyLin, has significantly lower communication cost, both in terms of number of rounds as well as number of bits, in comparison with the state of the art at the cost of higher computational complexity and storage. Our algorithm also has a built-in resilience to straggling and faulty computation nodes. We develop a natural variant of our main algorithm that trades off communication cost for computational complexity. Our method is inspired by ideas in error correcting codes.<br />Comment: 15 pages, 3 figures and 2 tables

Details

Database :
arXiv
Publication Type :
Report
Accession number :
edsarx.1806.06140
Document Type :
Working Paper