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Numerical optimization

Author: Jorge Nocedal; Stephen J Wright
Publisher: New York : Springer, ©1999.
Series: Springer series in operations research.
Edition/Format:   eBook : Document : EnglishView all editions and formats
Summary:
This work covers numerical methods for finite-dimensional optimisation problems involving fairly smooth functions. It concentrates on methods for unconstrained optimisation, with attention given at the end to problems with constraints.
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Genre/Form: Electronic books
Additional Physical Format: Print version:
Nocedal, Jorge.
Numerical optimization.
New York : Springer, ©1999
(DLC) 99013263
(OCoLC)40856854
Material Type: Document, Internet resource
Document Type: Internet Resource, Computer File
All Authors / Contributors: Jorge Nocedal; Stephen J Wright
ISBN: 0387227423 9780387227429 6610010676 9786610010677
OCLC Number: 54849297
Description: 1 online resource (xx, 636 pages) : illustrations.
Contents: Cover --
Preface --
Table of Contents --
1. Introduction --
2. Fundamentals of Unconstrained Optimization --
3. Line Search Methods --
4. Trust-Region Methods --
5. Conjugate Gradient Methods --
6. Practical Newton Methods --
7. Calculating Derivatives --
8. Quasi-Newton Methods --
9. Large-Scale Quasi-Newton and Partially Separable Optimization --
10. Nonlinear Least-Squares Problems --
11. Nonlinear Equations --
12. Theory of Constrained Optimization --
13. Linear Programming: The Simplex Method --
14. Linear Programming: Interior-Point Methods --
15. Fundamentals of Algorithms for Nonlinear Constrained Optimization --
16. Quadratic Programming --
17. Penalty, Barrier, and Augmented Lagrangian Methods --
18. Sequential Quadratic Programming --
Appendix A --
Background Material --
References.
Series Title: Springer series in operations research.
Responsibility: Jorge Nocedal, Stephen J. Wright.

Abstract:

Presents a description of the effective methods in continuous optimization. Drawing on the authors' experiences in teaching, research, and consulting, each chapter in this book begins with basic  Read more...

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