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Stochastic order relations and lattices of probability measures

Marco Scarsini and Alfred Müller

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Abstract: 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.

Keywords: copula; zonoid; lattice; univariate stochastic orders; multivariate stochastic orders; optimization with stochastic dominance constraints (search for similar items in EconPapers)
Date: 2006
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Citations: View citations in EconPapers (17)

Published in SIAM Journal on Optimization, 2006, Vol.16, N°4, pp.1024 - 1043. ⟨10.1137/040611021⟩

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Persistent link: https://EconPapers.repec.org/RePEc:hal:journl:hal-00539119

DOI: 10.1137/040611021

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