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CLASSICAL AND MODERN OPTIMIZATION: Advanced Textbooks In Mathematics

Autor Guillaume Carlier
en Limba Engleză Paperback – 16 mar 2022
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.
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Specificații

ISBN-13: 9781800610866
ISBN-10: 1800610866
Pagini: 386
Dimensiuni: 152 x 229 x 21 mm
Greutate: 0.51 kg
Editura: Wspc (Europe)
Seria Advanced Textbooks In Mathematics