无约束最优化与非线性方程的数值方法

无约束最优化与非线性方程的数值方法 pdf epub mobi txt 电子书 下载 2025

出版者:科学出版社
作者:J. E. Dennis
出品人:
页数:378
译者:
出版时间:2009-1
价格:86.00元
装帧:精装
isbn号码:9787030234827
丛书系列:国外数学名著系列(影印版)
图书标签:
  • 数学
  • 优化
  • 最优化方法
  • 非线性方程
  • 数值分析
  • 优化算法
  • 迭代方法
  • 数值计算
  • 数学模型
  • 工程优化
  • 科学计算
  • 约束优化
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具体描述

《国外数学名著系列(续1)(影印版)42:无约束最优化与非线性方程的数值方法》is a standard for a complete description of the methods for unconstrained optimization and the solution ofnonlinear equations....this republication is most welcome and this volume should be in every library. Of course, there exist more recent books on the topics and somebody interested in the subject cannot be satiated by looking only at this book. However, it contains much quite-well-presented material and I recommend reading it before going ,to other.publications.

作者简介

目录信息

PREFACE TO THE CLASSICS EDITION
PREFACE
1 INTRODUCTION
1.1 Problems to be considered
1.2 Characteristics of"real-world" problems
1.3 Finite-precision arithmetic and measurement of error
1.4 Exercises
2 NONLINEAR PROBLEMS IN ONE VARIABLE
2.1 What is not possible
2.2 Newton's method for solving one equation in one unknown
2.3 Convergence of sequences of real numbers
2.4 Convergence of Newton's method
2.5 Globally convergent methods for solving one equation in one unknown
2.6 Methods when derivatives are unavailable
2.7 Minimization of a function of one variable
2.8 Exercises
3 NUMERICAL LINEAR ALGEBRA BACKGROUND
3.1 Vector and matrix norms and orthogonality
3.2 Solving systems of linear equations——matrix factorizations
3.3 Errors in solving linear systems
3.4 Updating matrix factorizations
3.5 Eigenvalues and positive definiteness
3.6 Linear least squares
3.7 Exercises
4 MULTIVARIABLE CALCULUS BACKGROUND
4.1 Derivatives and multivariable models
4.2 Multivariable finite-difference derivatives
4.3 Necessary and sufficient conditions for unconstrained minimization
4.4 Exercises 83
5 NEWTON'S METHOD FOR NONLINEAR EQUATIONS AND UNCONSTRAINED MINIMIZATION
5.1 Newton's method for systems of nonlinear equations
5.2 Local convergence of Newton's method
5.3 The Kantorovich and contractive mapping theorems
5.4 Finite-difference derivative methods for systems of nonlinear equations
5.5 Newton's method for unconstrained minimization
5.6 Finite-difference derivative methods for unconstrained minimization
5.7 Exercises
6 GLOBALLY CONVERGENT MODIFICATIONS OF NEWTON'S METHOD
6.1 The quasi-Newton framework
6.2 Descent directions
6.3 Line searches
6.3.1 Convergence results for properly chosen steps
6.3.2 Step selection by backtracking
6.4 The model-trust region approach
6.4.1 The locally constrained optimal ("hook") step
6.4.2 The double dogleg step
6.4.3 Updating the trust region
6.5 Global methods for systems of nonlinear equations
6.6 Exercises
7 STOPPING, SCALING, AND TESTING
7.1 Scaling
7.2 Stopping criteria
7.3 Testing
7.4 Exercises
8 SECANT METHODS FOR SYSTEMS OF NONLINEAR EQUATIONS
8.1 Broyden's method
8.2 Local convergence analysis of Broyden's method
8.3 Implementation of quasi-Newton algorithms using Broyden's update
8.4 Other secant updates for nonlinear equations
8.5 Exercises
9 SECANT METHODS FOR UNCONSTRAINED MINIMIZATION
9.1 The symmetric secant update of Powell
9.2 Symmetric positive definite secant updates
9.3 Local convergence of positive definite secant methods
9.4 Implementation of quasi-Newton algorithms using the positive definite secant update
9.5 Another convergence result for the positive definite secant method
9.6 Other secant updates for unconstrained minimization
9.7 Exercises
10 NONLINEAR LEAST SQUARES
10.1 The nonlinear least-squares problem
10.2 Gauss-Newton-type methods
10.3 Full Newton-type methods
10.4 Other considerations in solving nonlinear least-squares problems
10.5 Exercises
11 METHODS FOR PROBLEMS WITH SPECIAL STRUCTURE
11.1 The sparse finite-difference Newton method
11.2 Sparse secant methods
11.3 Deriving least-change secant updates
11.4 Analyzing least-change secant methods
11.5 Exercises
A APPENDIX: A MODULAR SYSTEM OF ALGORITHMS FOR UNCONSTRAINED MINIMIZATION AND NONLINEAR EQUATIONS (by Robert Schnabel)
B APPENDIX: TEST PROBLEMS (by Robert SchnabeI)
REFERENCES
AUTHOR INDEX
SUBJECT INDEX
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very clear account of the knowledge in this area up to 1990's

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very clear account of the knowledge in this area up to 1990's

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very clear account of the knowledge in this area up to 1990's

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very clear account of the knowledge in this area up to 1990's

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very clear account of the knowledge in this area up to 1990's

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