| Classical and Modern Optimization Contributor(s): Carlier, Guillaume (Author) |
|
 |
ISBN: 1800610866 ISBN-13: 9781800610866 Publisher: World Scientific Publishing Europe Ltd OUR PRICE: $64.60 Product Type: Paperback - Other Formats Published: April 2022 |
| Additional Information |
| BISAC Categories: - Mathematics | Optimization - Mathematics | Calculus - Mathematics | Applied |
| Dewey: 519.6 |
| LCCN: 2021028029 |
| Physical Information: 0.8" H x 6" W x 9" (1.13 lbs) 388 pages |
| Descriptions, Reviews, Etc. |
| Publisher Description: 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. |