Numerical Nonsmooth Optimization: State of the Art Algorithms (1st ed. 2020)
By: and and and and
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- Synopsis
- Solving nonsmooth optimization (NSO) problems is critical in many practical applications and real-world modeling systems. The aim of this book is to survey various numerical methods for solving NSO problems and to provide an overview of the latest developments in the field. Experts from around the world share their perspectives on specific aspects of numerical NSO. The book is divided into four parts, the first of which considers general methods including subgradient, bundle and gradient sampling methods. In turn, the second focuses on methods that exploit the problem’s special structure, e.g. algorithms for nonsmooth DC programming, VU decomposition techniques, and algorithms for minimax and piecewise differentiable problems. The third part considers methods for special problems like multiobjective and mixed integer NSO, and problems involving inexact data, while the last part highlights the latest advancements in derivative-free NSO. Given its scope, the book is ideal for students attending courses on numerical nonsmooth optimization, for lecturers who teach optimization courses, and for practitioners who apply nonsmooth optimization methods in engineering, artificial intelligence, machine learning, and business. Furthermore, it can serve as a reference text for experts dealing with nonsmooth optimization.
- Copyright:
- 2020
Book Details
- Book Quality:
- Publisher Quality
- ISBN-13:
- 9783030349103
- Related ISBNs:
- 9783030349097
- Publisher:
- Springer International Publishing
- Date of Addition:
- 06/01/20
- Copyrighted By:
- Springer
- Adult content:
- No
- Language:
- English
- Has Image Descriptions:
- No
- Categories:
- Nonfiction, Computers and Internet, Business and Finance
- Submitted By:
- Bookshare Staff
- Usage Restrictions:
- This is a copyrighted book.
- Edited by:
- Sona Taheri
- Edited by:
- Marko M. Mäkelä
- Edited by:
- Napsu Karmitsa
- Edited by:
- Manlio Gaudioso
- Edited by:
- Adil M. Bagirov
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- by Napsu Karmitsa
- by Marko M. Mäkelä
- by Manlio Gaudioso
- by Adil M. Bagirov
- by Sona Taheri
- in Nonfiction
- in Computers and Internet
- in Business and Finance