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Accuracy and Stability of Numerical Algorithms
 
 
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Accuracy and Stability of Numerical Algorithms [Hardcover]

Nicholas J. Higham (Author)

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Book Description

0898715210 978-0898715217 August 2002 2nd
This book gives a thorough, up-to-date treatment of the behaviour of numerical algorithms in finite precision arithmetic. It combines algorithmic derivations, perturbation theory, and rounding error analysis, all enlivened by historical perspective and informative quotations. The coverage of the first edition has been expanded and updated, involving numerous improvements. Two new chapters treat symmetric indefinite systems and skew-symmetric systems, and nonlinear systems and Newton's method. Twelve new sections include coverage of additional error bounds for Gaussian elimination, rank revealing LU factorizations, weighted and constrained least squares problems, and the fused multiply-add operation found on some modern computer architectures. This new edition is a suitable reference for an advanced course and can also be used at all levels as a supplementary text from which to draw examples, historical perspective, statements of results, and exercises. In addition the thorough indexes and extensive, up-to-date bibliography are in a readily accessible form.

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Editorial Reviews

Review

‘This book is a monumental work on the analysis of rounding error and will serve as a new standard textbook on this subject, especially for linear computation.’ S. Hitotumatu, Mathematical Reviews

‘…This definitive source on the accuracy and stability of numerical algorithms is quite a bargain and a worthwhile addition to the library of any statistician heavily involved in computing.’ Robert L. Strawderman, Journal of the American Statistical Association

‘…A monumental book that should be on the bookshelf of anyone engaged in numerics, be it as a specialist or as a user.’ A. van der Sluis, ITW Nieuws

‘This text may become the new 'Bible' about accuracy and stability for the solution of systems of linear equations. It covers 688 pages carefully collected, investigated, and written … One will find that this book is a very suitable and comprehensive reference for research in numerical linear algebra, software usage and development, and for numerical linear algebra courses.’ N. Köckler, Zentrallblatt für Mathematik

‘… Nick Higham has assembled an enormous amount of important and useful material in a coherent, readable form. His book belongs on the shelf of anyone who has more than a casual interest in rounding error and matrix computations. I hope the author will give us the 600-odd page sequel. But if not, he has more than earned his respite - and our gratitude.’ G. W. Stewart, SIAM Review

Book Description

This book provides a thorough, up-to-date treatment of the behaviour of numerical algorithms in finite precision arithmetic. The coverage of the first edition has been expanded and updated, including numerous improvements to the original material. Its thorough indexes and extensive, up-to-date bibliography are in a readily accessible form.

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First Sentence:
This book is concerned with the effects of finite precision arithmetic on numerical algorithms, particularly those in numerical linear algebra. Read the first page
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Van Loan, Test Matrix Toolbox, Grain Schmidt, Gauss Seidel, Nelder Mead, National Physical Laboratory, Bartels Stewart, Gauss Jordan, Gram Schmidt, Grant Schmidt, Prove Lemma, Symbolic Math Toolbox
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