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Foundations of Bilevel Programming, Vol. 61 Book

Foundations of Bilevel Programming, Vol. 61
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  • Foundations of Bilevel Programming, Vol. 61
  • Written by author S. Dempe
  • Published by Springer-Verlag New York, LLC, May 2002
  • Intended for applied mathematicians and graduate students, this monograph reviews the theoretical foundations of bilevel programming, and presents new developments in using non-differentiable approaches for bilevel programming problems. Dempe (Freiberg Un
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1Introduction1
2Applications7
2.1Stackelberg games7
2.2Optimal chemical equilibria11
2.3Environmental economics12
2.4Discrimination between sets15
3Linear Bilevel Problems21
3.1The model and one example21
3.2The geometric nature of linear bilevel programming24
3.3Existence of optimal solutions27
3.4Relations to other MP problems31
3.5Optimality conditions36
3.6Solution algorithms47
4Parametric Optimization61
4.1Optimality conditions62
4.2Upper semicontinuity of the solution set mapping64
4.3Piecewise continuously differentiable functions70
4.4Properties of optimal solutions75
4.5Properties of the optimal value function88
5Optimality Conditions119
5.1Optimality concepts121
5.2Optimality conditions based on strong stability129
5.3The contingent cone to the feasible set135
5.4Regularity145
5.5Optimality conditions using the KKT reformulation149
5.6The approach via the lower level optimal value function155
5.7Generalized PC[superscript 1] functions158
6Solution Algorithms193
6.1A descent algorithm194
6.2A bundle algorithm200
6.3Penalty methods209
6.4A trust region method211
6.5Smoothing methods215
7Nonunique Lower Level Solution217
7.1Approximation of desired solutions218
7.2Stability of bilevel problems226
7.3Special perturbations230
8Discrete Bilevel Problems255
8.1Two introductory examples255
8.2Cutting plane algorithm258
8.3Inner approximation264
8.4Knapsack lower level problems266
References283
Notations303
Index305


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