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SIAM Journal on Matrix Analysis and Applications
Article . 2010 . Peer-reviewed
Data sources: Crossref
DBLP
Article . 2020
Data sources: DBLP
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An Improved Arc Algorithm for Detecting Definite Hermitian Pairs

Authors: Chun-Hua Guo; Nicholas J. Higham; Françoise Tisseur;

An Improved Arc Algorithm for Detecting Definite Hermitian Pairs

Abstract

A 25-year-old and somewhat neglected algorithm of Crawford and Moon attempts to determine whether a given Hermitian matrix pair (A,B) is definite by exploring the range of the function f(x) = x*(A + iB)x/|x*(A + iB)x*, which is a subset of the unit circle. We revisit the algorithm and show that with suitable modifications and careful attention to implementation details it provides a reliable and efficient means of testing definiteness. A clearer derivation of the basic algorithm is given that emphasizes an arc expansion viewpoint and makes no assumptions about the definiteness of the pair. Convergence of the algorithm is proved for all (A,B), definite or not. It is shown that proper handling of three details of the algorithm is crucial to the efficiency and reliability: how the midpoint of an arc is computed, whether shrinkage of an arc is permitted, and how directions of negative curvature are computed. For the latter, several variants of Cholesky factorization with complete pivoting are explored and the benefits of pivoting demonstrated. The overall cost of our improved algorithm is typically just a few Cholesky factorizations. Three applications of the algorithm are described: testing the hyperbolicity of a Hermitian quadratic matrix polynomial, constructing conjugate gradient methods for sparse linear systems in saddle point form, and computing the Crawford number of the pair (A,B) via a quasiconvex univariate minimization problem. © 2009 Society for Industrial and Applied Mathematics.

Countries
United Kingdom, Canada, United Kingdom
Related Organizations
Keywords

Crawford number, Definite pair, Direction of negative curvature, Hermitian generalized eigenvalue problem, Pencil, Hyperbolic quadratic eigenvalue problem, Saddle point linear system

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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!
21
Average
Top 10%
Average
Green
bronze