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Linear Algebra and its Applications
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Linear Algebra and its Applications
Article . 1993
License: Elsevier Non-Commercial
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Linear Algebra and its Applications
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Fields of values and iterative methods

Authors: Eiermann, Michael;

Fields of values and iterative methods

Abstract

Giving an interesting example, first the author points out the role of the field of values \(W(T)\) of a complex matrix \(T\) (often called the numerical range of \(T\)) in the analysis of convergence of iterative processes which involve \(T\) and compares the analysis based on \(W(T)\) with the analysis based on the spectral radius \(\rho(T)\) of \(T\) or on some norm \(| T|\) of \(T\). Though it is well-known that conclusions about the asymptotic behaviour of the process may be drawn from spectral information, it turns out that \(W(T)\) can be used to obtain strong results about the finite stage of the processes, and error estimates for Chebyshev semi-iterative methods in terms of the numerical radius are obtained. The author obtains also some results about the location of \(W(T)\) for Toeplitz matrices. Finally, a new approach to the definition of optimal parameter \(\omega\) in SOR methods studied recently by \textit{G. H. Golub} and \textit{J. E. de Pillis} [Towards an effective two-parameters SOR- method. In: Iterative methods for large linear systems (D. R. Kincaid and L. J. Hayes, Eds.), Academic Press, Boston, 107-115 (1989)] is proposed. Being based on the reduction of the field of values, the new approach is shown to be more efficient at the beginning of the process then the traditional approach based on minimization of the spectral radius.

Country
Germany
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Keywords

ddc:510, spectral radius, norm, Iterative numerical methods for linear systems, iterative processes, Numerical Analysis, convergence, Algebra and Number Theory, Numerical computation of matrix norms, conditioning, scaling, numerical range, 510, optimal parameter, field of values, error estimates, SOR methods, Toeplitz matrices, Norms of matrices, numerical range, applications of functional analysis to matrix theory, Discrete Mathematics and Combinatorics, Chebyshev semi-iterative methods, Geometry and Topology, Mathematics, info:eu-repo/classification/ddc/510

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citations
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!
94
Top 10%
Top 1%
Top 10%
hybrid