Scenarios for multistage stochastic programs

被引:328
作者
Dupacová, J
Consigli, G
Wallace, SW
机构
[1] Charles Univ Prague, Dept Probabil & Math Stat, Prague 18675, Czech Republic
[2] UBM UniCredit Banca Mobilaire, I-20102 Milan, Italy
[3] Norwegian Univ Sci & Technol, Dept Ind Econ & Technol Management, N-7491 Trondheim, Norway
关键词
scenarios and scenario trees; clustering; importance sampling; matching moments; problem oriented requirements; inference and bounds;
D O I
10.1023/A:1019206915174
中图分类号
C93 [管理学]; O22 [运筹学];
学科分类号
070105 [运筹学与控制论]; 12 [管理学]; 1201 [管理科学与工程]; 1202 [工商管理学]; 120202 [企业管理];
摘要
A major issue in any application of multistage stochastic programming is the representation of the underlying random data process. We discuss the case when enough data paths can be generated according to an accepted parametric or nonparametric stochastic model. No assumptions on convexity with respect to the random parameters are required. We emphasize the notion of representative scenarios (or a representative scenario tree) relative to the problem being modeled.
引用
收藏
页码:25 / 53
页数:29
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