Computational optimization : success in practice
著者
書誌事項
Computational optimization : success in practice
（Textbooks in mathematics）
CRC Press, 2023
- : hbk
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注記
"A Chapman & Hall book"
Includes bibliographical references (p. 383-385) and index
内容説明・目次
内容説明
The field and topic of optimization is not only a very hot topic now, it is morphing into new approaches.
Presents a very contemporary approach.
Appeal to mathematicians, yet will also find use in computer science and engineering, especially in operations research.
Practical approach presents a framework to be used by students and professionals alike to tackle models needed for various applications and solutions.
目次
Chapter 1. Introduction to Optimization. Chapter 2. Minimization Approaches for Functions of One Variable. Chapter 3. Generalized Optimization Framework. Chapter 4. Exploring Optimization Algorithms. Chapter 5. Line Search Algorithms. Chapter 6. Choosing Optimal Step Size. Chapter 7. Trust Region and Derivative-Free Methods. Chapter 8. Large-Scale and Constrained Optimization. Chapter 9. ODE-based Optimization. Chapter 10. Implementing Regularization Techniques. Chapter 11. Moving to PDE-based Optimization. Chapter 12. Sharing Multiple Software Environments.
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