Optimization : Insights and Applications
Jan Brinkhuis, Vladimir M. Tikhomirov - Collection Princeton Series in Applied Mathematics
Résumé
This self-contained textbook is an informal introduction to optimization through the use of numerous illustrations and applications. The focus is on analytically solving optimization problems with a finite number of continuous variables. In addition, the authors provide introductions to classical and modern numerical methods of optimization and to dynamic optimization.
The book's overarching point is that most problems may be solved by the direct application of the theorems of Fermat, Lagrange, and Weierstrass. The authors show how the intuition for each of the theoretical results can be supported by simple geometric figures. They include numerous applications through the use of varied classical and practical problems. Even experts may find some of these applications truly surprising.
A basic mathematical knowledge is sufficient to understand the topics covered in this book. More advanced readers, even experts, will be surprised to see how all main results can be grounded on the Fermat-Lagrange theorem. The book can be used for courses on continuous optimization, from introductory to advanced, for any field for which optimization is relevant.
L'auteur - Jan Brinkhuis
Jan Brinkhuis is Associate Professor of Finance and Mathematical Methods and Techniques at the Econometric Institute of Erasmus University, Rotterdam.
L'auteur - Vladimir M. Tikhomirov
Vladimir Tikhomirov holds the Chair of Optimal Control in the Department of Mechanics and Mathematics at the Lomonosov Moscow State University.
Sommaire
- Preface
- Fermat: One Variable without Constraints
- Fermat: Two or More Variables without Constraints
- Lagrange: Equality Constraints
- Inequality Constraints and Convexity
- Second Order Conditions
- Basic Algorithms
- Advanced Algorithms
- Economic Applications
- Mathematical Applications
- Mixed Smooth-Convex Problems
- Dynamic Programming in Discrete Time
- Dynamic Optimization in Continuous Time
- Appendix A: On Linear Algebra: Vector and Matrix Calculus
- Appendix B: On Real Analysis
- Appendix C: The Weierstrass Theorem on Existence of Global Solutions
- Appendix D: Crash Course on Problem Solving
- Appendix E: Crash Course on Optimization Theory: Geometrical Style
- Appendix F: Crash Course on Optimization Theory: Analytical Style
- Appendix G: Conditions of Extremum from Fermat to Pontryagin
- Appendix H: Solutions of Exercises of Chapters
- Bibliography
- Index
Caractéristiques techniques
PAPIER | |
Éditeur(s) | Princeton University Press |
Auteur(s) | Jan Brinkhuis, Vladimir M. Tikhomirov |
Collection | Princeton Series in Applied Mathematics |
Parution | 02/11/2005 |
Nb. de pages | 658 |
Format | 16 x 24 |
Couverture | Relié |
Poids | 1086g |
Intérieur | Noir et Blanc |
EAN13 | 9780691102870 |
ISBN13 | 978-0-691-10287-0 |
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