Conditional value-at-risk in stochastic programs with mixed-integer recourse

被引:108
作者
Schultz, R [1 ]
Tiedemann, S [1 ]
机构
[1] Univ Duisburg Essen, Dept Math, D-47048 Duisburg, Germany
关键词
stochastic programming; mean-risk models; mixed-integer optimization; conditional value-at-risk;
D O I
10.1007/s10107-005-0658-4
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
In classical two-stage stochastic programming the expected value of the total costs is minimized. Recently, mean-risk models - studied in mathematical finance for several decades - have attracted attention in stochastic programming. We consider Conditional Value-at-Risk as risk measure in the framework of two-stage stochastic integer programming. The paper addresses structure, stability, and algorithms for this class of models. In particular, we study continuity properties of the objective function, both with respect to the first-stage decisions and the integrating probability measure. Further, we present an explicit mixed-integer linear programming formulation of the problem when the probability distribution is discrete and finite. Finally, a solution algorithm based on Lagrangean relaxation of nonanticipativity is proposed.
引用
收藏
页码:365 / 386
页数:22
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