Classical and Modern Optimization (Hardback)
World Scientific Publishing Europe Ltd
Hardcover 358 pages English Apr 18, 2022
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Classical and Modern Optimization (Hardback)
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The quest for the optimal is ubiquitous in nature and human behavior. The field of mathematical optimization has a long history and remains active today, particularly in the development of machine learning.Classical and Modern Optimization presents a self-contained overview of classical and modern ideas and methods in approaching optimization problems. The approach is rich and flexible enough to address smooth and non-smooth, convex and non-convex, finite or infinite-dimensional, static or dynamic situations. The first chapters of the book are devoted to the classical toolbox: topology and functional analysis, differential calculus, convex analysis and necessary conditions for differentiable constrained optimization. The remaining chapters are dedicated to more specialized topics and applications.Valuable to a wide audience, including students in mathematics, engineers, data scientists or economists, Classical and Modern Optimization contains more than 200 exercises to assist with self-study or for anyone teaching a third- or fourth-year optimization class.
- Author:
- Guillaume Carlier
- Publisher:
- World Scientific Publishing Europe Ltd
- Publication Date:
- Apr 18, 2022
- Number of pages:
- 358 pages
- Language:
- English
- Binding:
- Hardcover
- ISBN-10:
- 1800610653
- ISBN-13:
- 9781800610651