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Classical and Modern Optimization by Guillaume Carlier

Classical and Modern Optimization

by Guillaume Carlier
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Book cover type: Hardcover
  • ISBN13: 9781800610651
  • Binding: Hardcover
  • Subject: N/A
  • Publisher: World Scientific Publishing Europe Ltd
  • Publisher Imprint: World Scientific Publishing Europe Ltd
  • Publication Date:
  • Pages: 388
  • Original Price: USD 138.0
  • Language: English
  • Edition: N/A
  • Item Weight: 685 grams
  • BISAC Subject(s): Optimization

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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