More Details about Introduction To Nonsmooth Optimization: Theory, Practice And Software

General Information  
Author(s)Adil Bagirov and Napsu Karmitsa and Marko M Makela
PublisherSpringer Publishing Company
ISBN9783319081137
Pages372
BindingHardbound
LanguageEnglish
Publish YearAugust 2014

Description

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.