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zbMATH Open
Article . 1987
Data sources: zbMATH Open
SIAM Journal on Scientific and Statistical Computing
Article . 1987 . Peer-reviewed
Data sources: Crossref
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A Multiprocessor Algorithm for the Symmetric Tridiagonal Eigenvalue Problem

A multiprocessor algorithm for the symmetric tridiagonal eigenvalue problem
Authors: Sy-Shin Lo; Bernard Philippe; Ahmed H. Sameh;

A Multiprocessor Algorithm for the Symmetric Tridiagonal Eigenvalue Problem

Abstract

The paper deals with the solution of the real symmetric tridiagonal eigenvalue problem on a multiprocessor. A multiprocessor algorithm, TREPS, is descibed to find few or all eigenvalues and corresponding eigenvectors of large tridiagonal symmetric matrices. The method consists of isolation, extraction of a cluster by bisection or by the Zeroin method, computation of the eigenvectors of the cluster by inverse iteration, grouping of close eigenvalues (computation of Sturm sequences is described) and orthogonalization of the corresponding groups of vectors by the modified Gram-Schmidt process. The algorithm TREPS is implemented on the multiprocessors Alliant FX/8 (8 processors) and CRAY X-MP/48 (4 processors). Time and speed-up for computing the eigenvalues and eigenvectors are shown in tables and compared with those for the BISECT, TINVIT and TQL2 routines.

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Keywords

Numerical computation of eigenvalues and eigenvectors of matrices, numerical examples, inverse iteration, bisection, Sturm sequences, eigenvectors, orthogonalization, Computational methods for sparse matrices, Gram-Schmidt process, multiprocessor, Software, source code, etc. for problems pertaining to linear algebra, real symmetric tridiagonal eigenvalue problem, cluster, Zeroin method

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    74
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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
74
Average
Top 1%
Top 10%
bronze