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Perturbation Analysis of Optimization Problems

Autor J Frederic Bonnans, Alexander Shapiro
en Limba Engleză Hardback – 11 mai 2000
The main subject of this book is perturbation analysis of continuous optimization problems. In the last two decades considerable progress has been made in that area, and it seems that it is time now to present a synthetic view of many important results that apply to various classes of problems. The model problem that is considered throughout the book is of the form (P) Min/(x) subjectto G(x) E K. xeX Here X and Y are Banach spaces, K is a closed convex subset of Y, and / : X -+ IR and G : X -+ Y are called the objective function and the constraint mapping, respectively. We also consider a parameteriZed version (P ) of the above u problem, where the objective function / (x, u) and the constraint mapping G(x, u) are parameterized by a vector u varying in a Banach space U. Our aim is to study continuity and differentiability properties of the optimal value v(u) and the set S(u) of optimal solutions of (P ) viewed as functions of the parameter vector u.
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Specificații

ISBN-13: 9780387987057
ISBN-10: 0387987053
Pagini: 601
Ilustrații: XVIII, 601 p.
Dimensiuni: 165 x 243 x 34 mm
Greutate: 1.01 kg
Ediția:2000 edition
Editura: Springer
Locul publicării:New York, NY, United States

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Research

Cuprins

Basic notation.- Introduction.- Background material.- Optimality conditions.- Basic perturbation theory.- Second order analysis of the optimal value and optimal solutions.- Optimal Control.- References.