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Introduction to Nonsmooth Optimization

Introduction to Nonsmooth Optimization

Theory, Practice and Software

by Napsu KarmitsaAdil Bagirov and Marko M. Maekelae
Hardback
Publication Date: 22/08/2014

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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.
ISBN:
9783319081137
9783319081137
Category:
Optimization
Format:
Hardback
Publication Date:
22-08-2014
Language:
English
Publisher:
Springer International Publishing AG
Country of origin:
Switzerland
Pages:
372
Dimensions (mm):
235x155x22mm
Weight:
7.1kg

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