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Numerical Linear Algebra with Applications
Article . 2013 . Peer-reviewed
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Article . 2014
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Article . 2014
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The calculation of the distance to a nearby defective matrix

The calculation of the distance to a nearby defective matrix.
Authors: Richard O. Akinola; Melina A. Freitag; Alastair Spence;

The calculation of the distance to a nearby defective matrix

Abstract

SUMMARYThe distance of a matrix to a nearby defective matrix is an important classical problem in numerical linear algebra, as it determines how sensitive or ill‐conditioned an eigenvalue decomposition of a matrix is. The concept has been discussed throughout the history of numerical linear algebra, and the problem of computing the nearest defective matrix first appeared in Wilkinsons famous book on the algebraic eigenvalue problem. In this paper, a new fast algorithm for the computation of the distance of a matrix to a nearby defective matrix is presented. The problem is formulated following Alam and Bora introduced in (2005) and reduces to finding when a parameter‐dependent matrix is singular subject to a constraint. The solution is achieved by an extension of the implicit determinant method introduced by Spence and Poulton in (2005). Numerical results for several examples illustrate the performance of the algorithm. Copyright © 2013 John Wiley & Sons, Ltd.

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Keywords

Numerical computation of eigenvalues and eigenvectors of matrices, numerical examples, Newton's method, algorithm, convergence, Numerical computation of matrix norms, conditioning, scaling, Other matrix algorithms, sensitivity of eigenproblem, nearest defective matrix, Wilkinson's problem

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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!
11
Top 10%
Top 10%
Average
bronze