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arxiv: 1105.4136 · v3 · pith:2S7E4PLXnew · submitted 2011-05-20 · 💻 cs.MS · cs.DC· cs.NA· math.NA

A novel parallel algorithm for Gaussian Elimination of sparse unsymmetric matrices

classification 💻 cs.MS cs.DCcs.NAmath.NA
keywords algorithmmatricessparseeliminationgaussianintegerparallelperformance
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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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