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Article . 1993
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SIAM Journal on Scientific Computing
Article . 1993 . Peer-reviewed
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Article . 1993
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Computing the Generalized Singular Value Decomposition

Computing the generalized singular value decomposition
Authors: Zhaojun Bai; James Weldon Demmel;

Computing the Generalized Singular Value Decomposition

Abstract

Two new elements are added to \textit{C. C. Paige's} algorithm [SIAM J. Sci. Stat. Comput. 7, 1126-1146 (1986; Zbl 0621.65030)]. A new preprocessing step is introduced which reduces both matrices to upper triangular form satisfying certain rank conditions, and a new \(2\times 2\) triangular generalized singular value decomposition algorithm is developed for the inner loop of the algorithm. Stability analysis is given and numerical examples are presented on which all previous methods fail.

Keywords

Numerical computation of eigenvalues and eigenvectors of matrices, numerical examples, Other matrix algorithms, stability, generalized singular value decomposition algorithm, matrix decomposition

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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!
69
Top 10%
Top 1%
Top 10%
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