Applied Numerical Linear Algebra

James W. Demmel

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Language: English

Published by Society for Industrial and Applied Mathematics,U.S., US, 1997

0898713897 / 9780898713893

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Designed for first-year graduate students from a variety of engineering and scientific disciplines, this comprehensive textbook covers the solution of linear systems, least squares problems, eigenvalue problems, and the singular value decomposition. The author, who helped design the widely used LAPACK and ScaLAPACK linear algebra libraries, draws on this experience to present state-of-the-art techniques for these problems, including recommending which algorithms to use in various practical situations. Algorithms are derived in a mathematically illuminating way, including condition numbers and error bounds. Direct and iterative algorithms, suitable for dense and sparse matrices, are discussed. Algorithm design for modern computer architectures, where moving data is often more expensive than arithmetic operations, is discussed in detail, using LAPACK as an illustration. There are many numerical examples throughout the text and in the problems at the ends of chapters, most of which are written in MATLAB and are freely available on the Web.…

Seller Inventory # LU-9780898713893

Title
Applied Numerical Linear Algebra
Author
James W. Demmel
Publisher
Society for Industrial and Applied Mathematics,U.S., US
Publication year
1997
Condition
New
Binding
Paperback
Language
English
ISBN 10
0898713897
ISBN 13
9780898713893
Item weight
856 grams

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