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Parallel and Distributed Block-Coordinate Frank-Wolfe Algorithms (2016)
by
Yu-Xiang Wang
,
Veeranjaneyulu Sadhanala
,
Wei Dai
,
Willie Neiswanger
,
Suvrit Sra
,
Eric P Xing
BibTeX
@MISC{Wang16paralleland,
author = {Yu-Xiang Wang and Veeranjaneyulu Sadhanala and Wei Dai and Willie Neiswanger and Suvrit Sra and Eric P Xing},
title = {Parallel and Distributed Block-Coordinate Frank-Wolfe Algorithms},
year = {2016}
}
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Abstract
We study parallel and distributed Frank-Wolfe algorithms; the former on shared memory machines with mini-batching, and the latter in a delayed update framework. In both cases, we perform computations asynchronously whenever possible. We assume block-separable constraints as in Block-Coordinate Frank-Wolfe (BCFW) method
