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Introduction to Nonsmooth Optimization

von Adil Bagirov, Marko M. Mäkelä und Napsu Karmitsa
Hardcover - 9783319081137
149,79 €
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Softcover - 9783319346274
149,79 €

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Weitere Formate

Softcover - 9783319346274
149,79 €

Beschreibung

This book is the first easy-to-read text on nonsmooth optimization (NSO, not necessarily differentiable optimization). Solving these kinds of problems plays a critical role in many industrial applications and real-world modeling systems, for example in the context of image denoising, optimal control, neural network training, data mining, economics and computational chemistry and physics. The book covers both the theory and the numerical methods used in NSO and provide an overview of different problems arising in the field. It is organized into three parts:

1. convex and nonconvex analysis and the theory of NSO;

2. test problems and practical applications;

3. a guide to NSO software.

The book is ideal for anyone teaching or attending NSO courses. As an accessible introduction to the field, it is also well suited as an independent learning guide for practitioners already familiar with the basics of optimization.

Theory, Practice and Software

Theory, Practice and Software

Details

Verlag Springer International Publishing
Ersterscheinung August 2014
Maße 23.5 cm x 15.5 cm
Gewicht 752 Gramm
Format Hardcover
ISBN-13 9783319081137
Auflage 2014
Seiten 372