Title
Stability analysis for stochastic programs
Abstract
For stochastic programs with recourse and with (several joint) probabilistic constraints, respectively, we derive quantitative continuity properties of the relevant expectation functionals and constraint set mappings. This leads to qualitative and quantitative stability results for optimal values and optimal solutions with respect to perturbations of the underlying probability distributions. Earlier stability results for stochastic programs with recourse and for those with probabilistic constraints are refined and extended, respectively. Emphasis is placed on equipping sets of probability measures with metrics that one can handle in specific situations. To illustrate the general stability results we present possible consequences when estimating the original probability measure via empirical ones.
Year
DOI
Venue
1991
10.1007/BF02204819
Annals of Operations Research
Keywords
Field
DocType
stability analysis,stochastic programs with recourse,stochastic program,probability metrics.,stochastic programs with probabilistic con- straints,distribution sensitivity,Stochastic programs with recourse,stochastic programs with probabilistic constraints,probability metrics
Probability mass function,Discrete mathematics,Mathematical optimization,Applied probability,Stable process,Probability measure,Continuous-time stochastic process,Probability distribution,Mathematical statistics,Probabilistic logic,Mathematics
Journal
Volume
Issue
Citations 
30
1-4
36
PageRank 
References 
Authors
4.86
4
2
Name
Order
Citations
PageRank
Werner Römisch168874.27
Rüdiger Schultz269979.50