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An Algorithm for Linear Stochastic Bilevel Problems

Autor Charlotte Henkel
en Limba Engleză Paperback – 22 oct 2015
Linear stochastic bilevel problems -although explained quickly- pose some difficulties when it comes to solving, even without the stochasticity. The aim of this work is to find a technique that allows for the use of decomposition methods known from stochastic programming in the framework of linear stochastic bilevel problems. The uncertainty is modeled as a discrete, finite distribution on some probability space. Two approaches are made, one using the optimal value function of the lower level, whereas the second technique utilizes the Karush-Kuhn-Tucker conditions of the lower level. Using the latter approach, an integer-programming based algorithm for the global resolution of these problems is presented and evaluated.
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Specificații

ISBN-13: 9783838150376
ISBN-10: 3838150376
Pagini: 120
Dimensiuni: 150 x 220 x 8 mm
Greutate: 0.19 kg
Editura: Südwestdeutscher Verlag für Hochschulschriften

Notă biografică

Dr. Charlotte Henkel began studying mathematics at the Technische Universität Dortmund in 2004. In 2009, she completed with a Diploma and started her doctor thesis in 2010 at the chair for discrete mathematics and optimization at the University Duisburg-Essen. Since 2014, she is a Consultant in the banking sector.