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Author Kuhn, Daniel, 1975-

Title Generalized Bounds for Convex Multistage Stochastic Programs / by Daniel Kuhn
Published Berlin, Heidelberg : Springer-Verlag Berlin Heidelberg, 2005

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Description 1 online resource (volumes)
Series Lecture Notes in Economics and Mathematical Systems, 0075-8442 ; 548
Lecture notes in economics and mathematical systems ; 548. 0075-8442
Contents Introduction; Basic Theory of Stochastic Optimization; Convex Stochastic Programs; Barycentric Approximation Scheme; Extensions; Applications in the Power Industry; Conclusions
Summary This work was completed during my tenure as a scientific assistant and doctoral student at the Institute for Operations Research at the University of St. Gallen. During that time, I was involved in several industry projects in the field of power management, on the occasion of which I was repeatedly confronted with complex decision problems under uncertainty. Although usually hard to solve, I quickly learned to appreciate the benefit of stochastic programming models and developed a strong interest in their theoretical properties. Motivated both by practical questions and theoretical concerns, I became particularly interested in the art of finding tight bounds on the optimal value of a given model. The present work attempts to make a contribution to this important branch of stochastic optimization theory. In particular, it aims at extending some classical bounding methods to broader problem classes of practical relevance. This book was accepted as a doctoral thesis by the University of St. Gallen in June 2004. I am particularly indebted to Prof. Dr. Karl Frauendorfer for supervising my work. I am grateful for his kind support in many respects and the generous freedom I received to pursue my own ideas in research. My gratitude also goes to Prof. Dr. Georg Pflug, who agreed to co-chair the dissertation committee. With pleasure I express my appreciation for his encouragement and continuing interest in my work
Analysis economie
economics
bedrijfswetenschap
management science
economische theorie
economic theory
operationeel onderzoek
operations research
optimalisatie
optimization
stochastische processen
stochastic processes
waarschijnlijkheidstheorie
probability theory
Management studies, Business Administration, Organizational Science (General)
Economics (General)
Management, bedrijfskunde, organisatiekunde (algemeen)
Economie (algemeen)
Bibliography Includes bibliographical references (pages 175-181) and index
Notes Print version record
In Springer e-books
Subject Stochastic approximation.
Mathematical optimization.
Distribution (Probability theory)
Economics.
Operations research.
distribution (statistics-related concept)
economics.
Optimización matemática
Aproximación estocástica
Stochastic approximation
Distribution (Probability theory)
Economics
Mathematical optimization
Operations research
Stochastische programmering.
Convexe verzamelingen.
Benaderingen (wiskunde)
Algoritmen.
Form Electronic book