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A novel parallel algorithm for Gaussian Elimination of sparse unsymmetric matrices

Published 20 May 2011 in cs.MS, cs.DC, cs.NA, and math.NA | (1105.4136v3)

Abstract: We describe a new algorithm for Gaussian Elimination suitable for general (unsymmetric and possibly singular) sparse matrices, of any entry type, which has a natural parallel and distributed-memory formulation but degrades gracefully to sequential execution. We present a sample MPI implementation of a program computing the rank of a sparse integer matrix using the proposed algorithm. Some preliminary performance measurements are presented and discussed, and the performance of the algorithm is compared to corresponding state-of-the-art algorithms for floating-point and integer matrices.

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