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Stochastic Order Relations and Lattices of Probability Measures
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Journal Article
Stochastic Order Relations and Lattices of Probability Measures
2006
Overview
We study various partially ordered spaces of probability measures and we determine which of them are lattices. This has important consequences for optimization problems with stochastic dominance constraints. In particular we show that the space of probability measures on $\\mathbb{R}$ is a lattice under most of the known partial orders, whereas the space of probability measures on $\\mathbb{R}^d$ typically is not. Nevertheless, some subsets of this space, defined by imposing strong conditions on the dependence structure of the measures, are lattices.
Publisher
Society for Industrial and Applied Mathematics
