On the existence of ordered couplings of random sets — with applications

AbstractLetψ andϕ be two given random closed sets in a locally compact second countable topological spaceS. (They need not be based on the same probability space.) The main result gives necessary and sufficient conditions on the distributions ofψ andϕ, for the existence of two random closed sets $$\hat \psi $$ and $$\hat \varphi $$ , based on the same probability space and such that their distributions coincide with those ofψ andϕ, resp., and $$\hat \psi \subseteq \hat \varphi $$ a.s.This coupling result tells us in particular when a probability distribution onS is selectionable w.r.t. (the distribution of) a random closed set. An existence result for realizable thinnings of a simple point process is obtained by specializing it to supports of random measures.The coupling result is extended to random variables in a countably based continuous poset. As examples we mention various kinds of random capacities — in particular random measures — and random compact (saturated) sets. Moreover, the extended result tells us when a probability distribution onS is selectionable w.r.t. the distribution of a random compact (saturated) set.

[1]  W. Vervaat,et al.  Random upper semicontinuous functions and extremal processes , 1988 .

[2]  T. Kamae,et al.  Stochastic Inequalities on Partially Ordered Spaces , 1977 .

[3]  G. Matheron Random Sets and Integral Geometry , 1976 .

[4]  George Finlay Simmons,et al.  Introduction to Topology and Modern Analysis , 1963 .

[5]  J. M. G. Fell,et al.  A Hausdorff topology for the closed subsets of a locally compact non-Hausdorff space , 1962 .

[6]  Tommy Norberg,et al.  Random capacities and their distributions , 1986 .

[7]  Ryszard Szekli,et al.  Compensator conditions for stochastic ordering of point processes , 1991 .

[8]  T. Rolski,et al.  Stochastic ordering and thinning of point processes , 1991 .

[9]  P. Billingsley,et al.  Convergence of Probability Measures , 1969 .

[10]  K. Hofmann,et al.  A Compendium of Continuous Lattices , 1980 .

[11]  Jimmie D. Lawson The Versatile Continuous Order , 1987, MFPS.

[12]  Zvi Artstein,et al.  Distributions of random sets and random selections , 1983 .

[13]  D. Pollard Convergence of stochastic processes , 1984 .

[14]  Tommy Norberg Existence theorems for measures on continous posets, with applications to random set theory. , 1989 .

[15]  V. Strassen The Existence of Probability Measures with Given Marginals , 1965 .

[16]  Selectionable distributions for a random set , 1990 .

[17]  T. Liggett Interacting Particle Systems , 1985 .

[18]  Michael W. Mislove,et al.  Local compactness and continuous lattices , 1981 .