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Iterative Solution of Nonlinear Equations in Several Variables

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Published: 1st January 1987
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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 Editionp. xv
Prefacep. xix
Acknowledgmentsp. xxiii
Glossary of Symbolsp. xxv
Introductionp. 1
Background Material
Sample Problems
Two-Point Boundary Value Problemsp. 9
Elliptic Boundary Value Problemsp. 14
Integral Equationsp. 18
Minimization Problemsp. 21
Two-Dimensional Variational Problemsp. 26
Linear Algebra
A Review of Basic Matrix Theoryp. 34
Normsp. 38
Inversesp. 45
Partial Ordering and Nonnegative Matricesp. 51
Analysis
Derivatives and Other Basic Conceptsp. 59
Mean-Value Theoremsp. 68
Second Derivativesp. 74
Convex Functionalsp. 82
Nonconstructive Existence Theorems
Gradient Mappings and Minimization
Minimizers, Critical Points, and Gradient Mappingsp. 93
Uniqueness Theoremsp. 98
Existence Theoremsp. 104
Applicationsp. 110
Contractions and the Continuation Property
Contractionsp. 119
The Inverse and Implicit Function Theoremsp. 125
The Continuation Propertyp. 132
Monotone Operators and Other Applicationsp. 141
The Degree of a Mapping
Analytic Definition of the Degreep. 147
Properties of the Degreep. 156
Basic Existence Theoremsp. 161
Monotone and Coercive Mappingsp. 165
Additional Analytic Resultsp. 169
Iterative Methods
General Iterative Methods
Newton's Method and Some of Its Variationsp. 181
Secant Methodsp. 189
Modification Methodsp. 206
Generalized Linear Methodsp. 214
Continuation Methodsp. 230
General Discussion of Iterative Methodsp. 236
Minimization Methods
Paraboloid Methodsp. 240
Descent Methodsp. 243
Steplength Algorithmsp. 249
Conjugate-Direction Methodsp. 260
The Gauss-Newton and Related Methodsp. 267
Convergence of the Conjugate Gradient and the Davidon--Fletcher--Powell Algorithms for Quadratic Functionalsp. 271
Search Methods for One-Dimensional Minimizationp. 275
Local Convergence
Rates of Convergence--General
The Quotient Convergence Factorsp. 281
The Root Convergence Factorsp. 287
Relations between the R and Q Convergence Factorsp. 295
One-Step Stationary Methods
Basic Resultsp. 299
Newton's Method and Some of Its Modificationsp. 310
Generalized Linear Iterationsp. 320
Continuation Methodsp. 334
Comparison Theorems and Optimal [omega] for SOR Methodsp. 341
Multistep Methods and Additional One-Step Methods
Introduction and First Resultsp. 347
Consistent Approximationsp. 355
The General Secant Methodp. 369
Semilocal and Global Convergence
Contractions and Nonlinear Majorants
Some Generalizations of the Contraction Theoremp. 383
Approximate Contractions and Sequences of Contractionsp. 393
Iterated Contractions and Nonexpansionsp. 400
Nonlinear Majorantsp. 409
More General Majorantsp. 415
Newton's Method and Related Iterationsp. 421
Convergence under Partial Ordering
Contractions under Partial Orderingp. 432
Monotone Convergencep. 441
Convexity and Newton's Methodp. 447
Newton-SOR Interactionsp. 456
M-Functions and Nonlinear SOR Processesp. 464
Convergence of Minimization Methods
Introduction and Convergence of Sequencesp. 473
Steplength Analysisp. 479
Gradient and Gradient-Related Methodsp. 494
Newton-Type Methodsp. 501
Conjugate-Direction Methodsp. 509
Univariate Relaxation and Related Processesp. 513
An Annotated List of Basic Reference Booksp. 521
Bibliographyp. 523
Author Indexp. 559
Subject Indexp. 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