Classical and Modern Optimization (Advanced Textbooks in Mathematics) (Paperback)

Classical and Modern Optimization (Advanced Textbooks in Mathematics) By Guillaume Carlier Cover Image

Classical and Modern Optimization (Advanced Textbooks in Mathematics) (Paperback)

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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.
Product Details ISBN: 9781800610866
ISBN-10: 1800610866
Publisher: World Scientific Publishing Europe Ltd
Publication Date: April 7th, 2022
Pages: 358
Language: English
Series: Advanced Textbooks in Mathematics