Numerical Methods for Unconstrained Optimization and Nonlinear Equations

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SIAM, 1 dic 1996 - 394 páginas
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.
 

Índice

CL16_introduction1
1
CL16_ch1
2
CL16_ch2
15
CL16_introduction2
39
CL16_ch3
40
CL16_ch4
69
CL16_introduction3
85
CL16_ch5
86
CL16_introduction4
167
CL16_ch8
168
CL16_ch9
194
CL16_introduction5
217
CL16_ch10
218
CL16_ch11
239
CL16_appendixa
259
CL16_appendixb
361

CL16_ch6
111
CL16_ch7
155

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