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Communication-efficient parallel Gaussian elimination

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UNSPECIFIED (2003) Communication-efficient parallel Gaussian elimination. In: 7th International Conference on Parallel Computing Technologies (PaCT 2003), SEP 15-19, 2003, NIZHNII NOVGOROD, RUSSIA.

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Abstract

The model of bulk-synchronous parallel (BSP) computation is an emerging paradigm of general-purpose parallel computing. In this paper, we consider the parallel complexity of two matrix problems: Gaussian elimination with pairwise pivoting, and orthogonal matrix decomposition by Givens rotations. We define a common framework that unifies both problems, and present a new communication-efficient BSP algorithm for their solution. Apart from being a useful addition to the growing collection of efficient BSP algorithms, our result can be viewed as a refinement of the classical ''parallelism-communication tradeoff''.

Item Type: Conference Item (UNSPECIFIED)
Subjects: Q Science > QA Mathematics > QA76 Electronic computers. Computer science. Computer software
Series Name: LECTURE NOTES IN COMPUTER SCIENCE
Journal or Publication Title: PARALLEL COMPUTING TECHNOLOGIES, PROCEEDINGS
Publisher: SPRINGER-VERLAG BERLIN
ISBN: 3-540-40673-5
ISSN: 0302-9743
Editor: Malyshkin, V
Date: 2003
Volume: 2763
Number of Pages: 15
Page Range: pp. 369-383
Publication Status: Published
Title of Event: 7th International Conference on Parallel Computing Technologies (PaCT 2003)
Location of Event: NIZHNII NOVGOROD, RUSSIA
Date(s) of Event: SEP 15-19, 2003
URI: http://wrap.warwick.ac.uk/id/eprint/9221

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