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| Publications [#236961] of John H. Reif
search www.cs.duke.edu.Journal articles or Book chapters PUBLISHED
- Pan, V; Reif, J, Fast and efficient parallel solution of sparse linear systems,
SIAM Journal on Computing, vol. 22 no. 6
(January, 1993),
pp. 1227-1250, Society for Industrial & Applied Mathematics (SIAM) [doi]
(last updated on 2026/01/14)
Abstract: This paper presents a parallel algorithm for the solution of a linear system Ax = b with a sparse n × n symmetric positive definite matrix A, associated with the graph G(A) that has n vertices and has an edge for each nonzero entry of A. If G(A) has an s(n)-separator family and a known s(n)-separator tree, then the algorithm requires only O(log3 n) time and (|E| + M(s(n)))/log n processors for the evaluation of the solution vector x = A-1b, where |E| is the number of edges in G(A) and M(n) is the number of processors sufficient for multiplying two n × n rational matrices in time O(log n). Furthermore, for this computational cost the algorithm computes a recursive factorization of A such that the solution of any other linear system Ax = b′ with the same matrix A requires only O(log2n) time and (|E| log n) + s(n)2 processors.
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