Iterative Solution of Nonlinear Equations in Several Variables provides a survey of the theoretical results on systems of nonlinear equations in finite dimension and the major iterative methods for their computational solution. Originally published in 1970, it offers a research-level presentation of the principal results known at that time. Although the field has developed since the book originally appeared, it remains a major background reference for the literature before 1970. In particular, Part II contains the only relatively complete introduction to the existence theory for finite-dimensional nonlinear equations from the viewpoint of computational mathematics. Over the years semilocal convergence results have been obtained for various methods, especially with an emphasis on error bounds for the iterates. The results and proof techniques introduced here still represent a solid basis for this topic.
| Preface to Classics Edition | p. xv |
| Preface | p. xix |
| Acknowledgments | p. xxiii |
| Glossary of Symbols | p. xxv |
| Introduction | p. 1 |
| Background Material | |
| Sample Problems | |
| Two-Point Boundary Value Problems | p. 9 |
| Elliptic Boundary Value Problems | p. 14 |
| Integral Equations | p. 18 |
| Minimization Problems | p. 21 |
| Two-Dimensional Variational Problems | p. 26 |
| Linear Algebra | |
| A Review of Basic Matrix Theory | p. 34 |
| Norms | p. 38 |
| Inverses | p. 45 |
| Partial Ordering and Nonnegative Matrices | p. 51 |
| Analysis | |
| Derivatives and Other Basic Concepts | p. 59 |
| Mean-Value Theorems | p. 68 |
| Second Derivatives | p. 74 |
| Convex Functionals | p. 82 |
| Nonconstructive Existence Theorems | |
| Gradient Mappings and Minimization | |
| Minimizers, Critical Points, and Gradient Mappings | p. 93 |
| Uniqueness Theorems | p. 98 |
| Existence Theorems | p. 104 |
| Applications | p. 110 |
| Contractions and the Continuation Property | |
| Contractions | p. 119 |
| The Inverse and Implicit Function Theorems | p. 125 |
| The Continuation Property | p. 132 |
| Monotone Operators and Other Applications | p. 141 |
| The Degree of a Mapping | |
| Analytic Definition of the Degree | p. 147 |
| Properties of the Degree | p. 156 |
| Basic Existence Theorems | p. 161 |
| Monotone and Coercive Mappings | p. 165 |
| Additional Analytic Results | p. 169 |
| Iterative Methods | |
| General Iterative Methods | |
| Newton's Method and Some of Its Variations | p. 181 |
| Secant Methods | p. 189 |
| Modification Methods | p. 206 |
| Generalized Linear Methods | p. 214 |
| Continuation Methods | p. 230 |
| General Discussion of Iterative Methods | p. 236 |
| Minimization Methods | |
| Paraboloid Methods | p. 240 |
| Descent Methods | p. 243 |
| Steplength Algorithms | p. 249 |
| Conjugate-Direction Methods | p. 260 |
| The Gauss-Newton and Related Methods | p. 267 |
| Convergence of the Conjugate Gradient and the Davidon--Fletcher--Powell Algorithms for Quadratic Functionals | p. 271 |
| Search Methods for One-Dimensional Minimization | p. 275 |
| Local Convergence | |
| Rates of Convergence--General | |
| The Quotient Convergence Factors | p. 281 |
| The Root Convergence Factors | p. 287 |
| Relations between the R and Q Convergence Factors | p. 295 |
| One-Step Stationary Methods | |
| Basic Results | p. 299 |
| Newton's Method and Some of Its Modifications | p. 310 |
| Generalized Linear Iterations | p. 320 |
| Continuation Methods | p. 334 |
| Comparison Theorems and Optimal [omega] for SOR Methods | p. 341 |
| Multistep Methods and Additional One-Step Methods | |
| Introduction and First Results | p. 347 |
| Consistent Approximations | p. 355 |
| The General Secant Method | p. 369 |
| Semilocal and Global Convergence | |
| Contractions and Nonlinear Majorants | |
| Some Generalizations of the Contraction Theorem | p. 383 |
| Approximate Contractions and Sequences of Contractions | p. 393 |
| Iterated Contractions and Nonexpansions | p. 400 |
| Nonlinear Majorants | p. 409 |
| More General Majorants | p. 415 |
| Newton's Method and Related Iterations | p. 421 |
| Convergence under Partial Ordering | |
| Contractions under Partial Ordering | p. 432 |
| Monotone Convergence | p. 441 |
| Convexity and Newton's Method | p. 447 |
| Newton-SOR Interactions | p. 456 |
| M-Functions and Nonlinear SOR Processes | p. 464 |
| Convergence of Minimization Methods | |
| Introduction and Convergence of Sequences | p. 473 |
| Steplength Analysis | p. 479 |
| Gradient and Gradient-Related Methods | p. 494 |
| Newton-Type Methods | p. 501 |
| Conjugate-Direction Methods | p. 509 |
| Univariate Relaxation and Related Processes | p. 513 |
| An Annotated List of Basic Reference Books | p. 521 |
| Bibliography | p. 523 |
| Author Index | p. 559 |
| Subject Index | p. 566 |
| Table of Contents provided by Syndetics. All Rights Reserved. |
ISBN: 9780898714616
ISBN-10: 0898714613
Series: Classics in Applied Mathematics
Audience:
Professional
Format:
Paperback
Language:
English
Number Of Pages: 598
Published: 1st January 1987
Dimensions (cm): 22.7 x 15.4
x 3.2
Weight (kg): 0.81