Variational Analysis and Set Optimization

Variational Analysis and Set Optimization
Author: Akhtar A. Khan
Publisher: CRC Press
Total Pages: 226
Release: 2019-06-07
Genre: Business & Economics
ISBN: 1351712063


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This book contains the latest advances in variational analysis and set / vector optimization, including uncertain optimization, optimal control and bilevel optimization. Recent developments concerning scalarization techniques, necessary and sufficient optimality conditions and duality statements are given. New numerical methods for efficiently solving set optimization problems are provided. Moreover, applications in economics, finance and risk theory are discussed. Summary The objective of this book is to present advances in different areas of variational analysis and set optimization, especially uncertain optimization, optimal control and bilevel optimization. Uncertain optimization problems will be approached from both a stochastic as well as a robust point of view. This leads to different interpretations of the solutions, which widens the choices for a decision-maker given his preferences. Recent developments regarding linear and nonlinear scalarization techniques with solid and nonsolid ordering cones for solving set optimization problems are discussed in this book. These results are useful for deriving optimality conditions for set and vector optimization problems. Consequently, necessary and sufficient optimality conditions are presented within this book, both in terms of scalarization as well as generalized derivatives. Moreover, an overview of existing duality statements and new duality assertions is given. The book also addresses the field of variable domination structures in vector and set optimization. Including variable ordering cones is especially important in applications such as medical image registration with uncertainties. This book covers a wide range of applications of set optimization. These range from finance, investment, insurance, control theory, economics to risk theory. As uncertain multi-objective optimization, especially robust approaches, lead to set optimization, one main focus of this book is uncertain optimization. Important recent developments concerning numerical methods for solving set optimization problems sufficiently fast are main features of this book. These are illustrated by various examples as well as easy-to-follow-steps in order to facilitate the decision process for users. Simple techniques aimed at practitioners working in the fields of mathematical programming, finance and portfolio selection are presented. These will help in the decision-making process, as well as give an overview of nondominated solutions to choose from.


Variational Analysis and Set Optimization
Language: en
Pages: 226
Authors: Akhtar A. Khan
Categories: Business & Economics
Type: BOOK - Published: 2019-06-07 - Publisher: CRC Press

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This book contains the latest advances in variational analysis and set / vector optimization, including uncertain optimization, optimal control and bilevel opti
Set-valued Optimization
Language: en
Pages: 781
Authors: Akhtar A. Khan
Categories: Mathematics
Type: BOOK - Published: 2014-10-20 - Publisher: Springer

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Set-valued optimization is a vibrant and expanding branch of mathematics that deals with optimization problems where the objective map and/or the constraints ma
Variational Analysis
Language: en
Pages: 747
Authors: R. Tyrrell Rockafellar
Categories: Mathematics
Type: BOOK - Published: 2009-06-26 - Publisher: Springer Science & Business Media

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From its origins in the minimization of integral functionals, the notion of variations has evolved greatly in connection with applications in optimization, equi
Variational Analysis and Applications
Language: en
Pages: 636
Authors: Boris S. Mordukhovich
Categories: Mathematics
Type: BOOK - Published: 2018-08-02 - Publisher: Springer

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Building on fundamental results in variational analysis, this monograph presents new and recent developments in the field as well as selected applications. Acce
Lectures on Variational Analysis
Language: en
Pages: 223
Authors: Asen L. Dontchev
Categories: Mathematics
Type: BOOK - Published: 2022-02-04 - Publisher: Springer Nature

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This book presents an introduction to variational analysis, a field which unifies theories and techniques developed in calculus of variations, optimization, and