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Foundations of Bilevel Programming (Nonconvex Optimization and Its Applications)

By: Stephan Dempe (Author)

Extended Catalogue

Ksh 44,000.00

Format: Paperback or Softback

ISBN-10: 1441952209

ISBN-13: 9781441952202

Collection / Series: Nonconvex Optimization and Its Applications

Collection Type: Publisher collection

Edition statement: Softcover reprint of the original 1st ed. 2002

Publisher: Springer-Verlag New York Inc.

Imprint: Springer-Verlag New York Inc.

Country of Manufacture: GB

Country of Publication: GB

Publication Date: Dec 10th, 2010

Publication Status: Active

Product extent: 309 Pages

Product Classification / Subject(s): Optimization
Applied mathematics

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Bilevel programming problems are hierarchical optimization problems where the constraints of one problem (the so-called upper level problem) are defined in part by a second parametric optimization problem (the lower level problem).
Bilevel programming problems are hierarchical optimization problems where the constraints of one problem (the so-called upper level problem) are defined in part by a second parametric optimization problem (the lower level problem). If the lower level problem has a unique optimal solution for all parameter values, this problem is equivalent to a one-level optimization problem having an implicitly defined objective function. Special emphasize in the book is on problems having non-unique lower level optimal solutions, the optimistic (or weak) and the pessimistic (or strong) approaches are discussed. The book starts with the required results in parametric nonlinear optimization. This is followed by the main theoretical results including necessary and sufficient optimality conditions and solution algorithms for bilevel problems. Stationarity conditions can be applied to the lower level problem to transform the optimistic bilevel programming problem into a one-level problem. Properties of the resulting problem are highlighted and its relation to the bilevel problem is investigated. Stability properties, numerical complexity, and problems having additional integrality conditions on the variables are also discussed.
Audience: Applied mathematicians and economists working in optimization, operations research, and economic modelling. Students interested in optimization will also find this book useful.

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