Existence of the optimal measurable coupling and ergodicity for Markov processes (Q1283081)
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scientific article; zbMATH DE number 1274857
| Language | Label | Description | Also known as |
|---|---|---|---|
| English | Existence of the optimal measurable coupling and ergodicity for Markov processes |
scientific article; zbMATH DE number 1274857 |
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Existence of the optimal measurable coupling and ergodicity for Markov processes (English)
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5 January 2000
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This paper studies Markovian coupling for a given transition function \(P(x, dy)\) on a Polish space \((E, \rho, \mathcal E)\), where \(\rho\) is a metric on \(E\). The author proves that for given two transition probabilities \(P_1(x_1, d y_1)\) and \(P_2(x_2, d y_2)\), there always exists a coupled transition probability \(P(x_1, x_2, dy_1, dy_2)\) such that \[ \int \rho (y_1, y_2) P(x_1, x_2, dy_1, dy_2) = W(P_1(x_1, \cdot), P_2(x_2, \cdot)) \] for all \(x_1, x_2\in E\), where \(W(P_1, P_2)\) is the Wasserstein distance of probability measures \(P_1\) and \(P_2\). Originally, the problem comes from the well-known Dobrushin-Shlosman uniqueness theorem for random fields. In the original proof, the measurability of \(P(x_1,x_2, dy_1, dy_2)\) in \((x_1, x_2)\) was missed. See also the reviewer's book ``From Markov chains to non-equilibrium particle systems'' (1992; Zbl 0753.60055), Theorem 10.9 and \S 10.8. Very recently, in a forthcoming paper [Acta Math. Sin., Engl. Ed.], the author extends the above result to nonnegative, lower semi-continuous function instead of distance \(\rho\). This enables the author to solve an open problem about stochastic comparison problem. Refer to the reviewer's paper [Acta Math. Sin., New Ser. 10, No. 3, 260-275 (1994; Zbl 0813.60068)] for further background of the study on optimal couplings.
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coupling
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measurability
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Dobrushin-Shlosman uniqueness theorem
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0.9364122
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0.9145293
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0.89745003
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