Introduction to nonsmooth optimization theory practice and software
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This book is the first easy-to-read text on nonsmooth optimization (NSO, not necessarily differentiable optimization). The book covers both the theory and the numerical methods used in NSO and provide an overview of different problems arising in the field. a guide to NSO software.
The book is ideal for anyone teaching or attending NSO courses.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 provides 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.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.- 1 Bekijk alle specificaties
Taal: en
Bindwijze: Hardcover
Oorspronkelijke releasedatum: 22 augustus 2014
Aantal pagina's: 372
Illustraties: Nee
Hoofdauteur: Adil Bagirov
Tweede Auteur: Napsu Karmitsa
Co Auteur: Marko M. Makela
Hoofduitgeverij: Springer
Editie: 2014 ed.
Extra groot lettertype: Nee
Product breedte: 155 mm
Product lengte: 235 mm
Studieboek: Nee
Verpakking breedte: 156 mm
Verpakking hoogte: 22 mm
Verpakking lengte: 230 mm
Verpakkingsgewicht: 350 g
EAN: 9783319081137