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Author Dennis, J. E. (John E.), 1939-
Title Numerical methods for unconstrained optimization and nonlinear equations [electronic resource] / J.E. Dennis, Jr., Robert B. Schnabel.
Publication Philadelphia, Pa. : Society for Industrial and Applied Mathematics (SIAM, 3600 Market Street, Floor 6, Philadelphia, PA 19104), 1996.
Material Info. 1 electronic text (xv, 378 p.) : ill., digital file.
Series Classics in applied mathematics ; 16
Series Classics in applied mathematics ; 16.
Summary Note This book has become the standard for a complete, state-of-the-art description of the methods for unconstrained optimization and systems of nonlinear equations. Originally published in 1983, it provides information needed to understand both the theory and the practice of these methods and provides pseudocode for the problems. The algorithms covered are all based on Newton's method or "quasi-Newton" methods, and the heart of the book is the material on computational methods for multidimensional unconstrained optimization and nonlinear equation problems. The republication of this book by SIAM is driven by a continuing demand for specific and sound advice on how to solve real problems. The level of presentation is consistent throughout, with a good mix of examples and theory, making it a valuable text at both the graduate and undergraduate level. It has been praised as excellent for courses with approximately the same name as the book title and would also be useful as a supplemental text for a nonlinear programming or a numerical analysis course. Many exercises are provided to illustrate and develop the ideas in the text. A large appendix provides a mechanism for class projects and a reference for readers who want the details of the algorithms. Practitioners may use this book for self-study and reference. For complete understanding, readers should have a background in calculus and linear algebra. The book does contain background material in multivariable calculus and numerical linear algebra.
Notes Originally published: Englewood Cliffs, N.J. : Prentice-Hall, c1983.
Notes Includes bibliographical references (p. 364-370) and indexes.
Notes Preface -- Chapter 1. Introduction -- Chapter 2. Nonlinear problems in one variable -- Chapter 3. Numerical linear algebra background -- Chapter 4. Multivariable calculus background -- Chapter 5. Newton's method for nonlinear equations and unconstrained minimization -- Chapter 6. Globally convergent modifications of Newton's method -- Chapter 7. Stopping, scaling, and testing. scaling -- Chapter 8. Secant methods for systems of nonlinear equations -- Chapter 9. Secant methods for unconstrained minimization -- Chapter 10. Nonlinear least squares -- Chapter 11. Methods for problems with special structure -- Appendix A. A modular system of algorithms for unconstrained minimization and nonlinear equations (by Robert Schnabel) -- Appendix B. Test problems (by Robert Schnabel) -- References -- Author index -- Subject index.
ISBN 9781611971200 (electronic bk.)
Subject Mathematical optimization.
Subject Equations Numerical solutions.
Subject Unconstrained minimization
Subject Trust region
Subject Nonlinear least squares
Subject Finite-difference
Subject Linear search method
Added Entry Schnabel, Robert B.
Added Entry Society for Industrial and Applied Mathematics.
Date Year, Month, Day:01405141
Link SIAM

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