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The matrix eigenvalue problem : GR and Krylov subspace methods by David S. Watkins is a nonfiction available to read on EtoBox.

What is The matrix eigenvalue problem : GR and Krylov subspace methods about?

This book presents the first in-depth, complete, and unified theoretical discussion of the two most important classes of algorithms for solving matrix eigenvalue problems: QR-like algorithms for dense problems and Krylov subspace methods for sparse problems. The author discusses the theory of the generic GR algorithm, including special cases (for example, QR, SR, HR), and the development of Krylov subspace methods. Also addressed are a generic Krylov process and the Arnoldi and various Lanczos algorithms, which are obtained as special cases. The chapter on product eigenvalue problems provides further unification, showing that the generalized eigenvalue problem, the singular value decomposition problem, and other product eigenvalue problems can all be viewed as standard eigenvalue problems. The author provides theoretical and computational exercises in which the student is guided, step by step, to the results. Some of the exercises refer to a collection of MATLAB® programs compiled by the author that are available on a Web site that supplements the book. Audience: Readers of this book are expected to be familiar with the basic ideas of linear algebra and to have had some

Who reads The matrix eigenvalue problem : GR and Krylov subspace methods?

Author

David S. Watkins

Publisher

SIAM, Society for Industrial & Applied Mathematics

Published

2008

Language

EN

ISBN

9780898717808

Category

nonfiction

Subjects

Mathematics, Stem