Convex Analysis for Optimization - Jan Brinkhuis

Convex Analysis for Optimization

A Unified Approach

(Autor)

Buch | Softcover
XXVII, 257 Seiten
2021 | 1st ed. 2020
Springer International Publishing (Verlag)
978-3-030-41806-9 (ISBN)
90,94 inkl. MwSt

This textbook offers graduate students a concise introduction to the classic notions of convex optimization. Written in a highly accessible style and including numerous examples and illustrations, it presents everything readers need to know about convexity and convex optimization.

The book introduces a systematic three-step method for doing everything, which can be summarized as "conify, work, deconify". It starts with the concept of convex sets, their primal description, constructions, topological properties and dual description, and then moves on to convex functions and the fundamental principles of convex optimization and their use in the complete analysis of convex optimization problems by means of a systematic four-step method. Lastly, it includes chapters on alternative formulations of optimality conditions and on illustrations of their use.

"The author deals with the delicate subjects in a precise yet light-minded spirit... For experts in the field, this book not only offers a unifying view, but also opens a door to new discoveries in convexity and optimization...perfectly suited for classroom teaching.Shuzhong Zhang, Professor of Industrial and Systems Engineering, University of Minnesota

Jan Brinkhuis is an Associate Professor of Mathematical Methods and Techniques at the Econometric Institute of Erasmus University Rotterdam, specialized in the theory and application of optimization theory and game theory.

Convex Sets: Basic properties.- Convex Sets: Binary Operations.- Convex Sets: Topological Properties.- Convex Sets: Dual Description.- Convex Functions: Basic Properties.- Convex Functions: Dual Description.- Convex Problems: The Main Questions.- Optimality Conditions: Reformulations.- Application to Convex Problems. 

"The book is a valuable contribution to the topic of convex analysis. ... A seasoned researcher in convex analysis and optimization will find this book more of a curiosity of possible interest. ... Numerous examples and exercises are supplied at the end of each chapter. This book will provide a useful companion to other books on convex analysis and optimization when developing an introductory course in the area." (Andrew C. Eberhard, Mathematical Reviews, August 2022)

“The book is a valuable contribution to the topic of convex analysis. … A seasoned researcher in convex analysis and optimization will find this book more of a curiosity of possible interest. … Numerous examples and exercises are supplied at the end of each chapter. This book will provide a useful companion to other books on convex analysis and optimization when developing an introductory course in the area.” (Andrew C. Eberhard, Mathematical Reviews, August 2022)

Erscheinungsdatum
Reihe/Serie Graduate Texts in Operations Research
Zusatzinfo XXVII, 257 p. 92 illus.
Verlagsort Cham
Sprache englisch
Maße 155 x 235 mm
Gewicht 444 g
Themenwelt Mathematik / Informatik Mathematik Angewandte Mathematik
Mathematik / Informatik Mathematik Finanz- / Wirtschaftsmathematik
Mathematik / Informatik Mathematik Geometrie / Topologie
Wirtschaft Allgemeines / Lexika
Wirtschaft Betriebswirtschaft / Management
Schlagworte Conjugate convex function • Convex cone • Convex duality • convex function • Convex optimization problem • convex set • Minkowski-Weyl theorem for convex polyhedra • Polar cone • Recession cone
ISBN-10 3-030-41806-5 / 3030418065
ISBN-13 978-3-030-41806-9 / 9783030418069
Zustand Neuware
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