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Problemy Peredachi Informatsii, 2015, Volume 51, Issue 2, Pages 114–121
(Mi ppi2174)
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This article is cited in 6 scientific papers (total in 6 papers)
Large Systems
Coupling of probability distributions and an extremal problem for the divergence
V. V. Prelov Kharkevich Institute for Information Transmission Problems, Russian Academy of Sciences, Moscow, Russia
Abstract:
Let $X$ and $Y$ be discrete random variables having probability distributions $P_X$ and $P_Y$, respectively. A necessary and sufficient condition is obtained for the existence of an $\alpha$-coupling of these random variables, i.e., for the existence of their joint distribution such that $\operatorname{Pr}\{X=Y\}=\alpha$, where $\alpha$, $0\le\alpha\le1$, is a given constant. This problem is closely related with the problem of determining the minima of the divergences $D(P_Z\,\|\,P_X)$ and $D(P_X\,\|\,P_Z)$ over all probability distributions $P_Z$ of a random variable $Z$ given $P_X$ and under the condition that $\operatorname{Pr}\{Z=X\}=\alpha$. An explicit solution for this problem is also obtained.
Received: 13.01.2015 Revised: 14.05.2015
Citation:
V. V. Prelov, “Coupling of probability distributions and an extremal problem for the divergence”, Probl. Peredachi Inf., 51:2 (2015), 114–121; Problems Inform. Transmission, 51:2 (2015), 192–199
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https://www.mathnet.ru/eng/ppi2174 https://www.mathnet.ru/eng/ppi/v51/i2/p114
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Abstract page: | 285 | Full-text PDF : | 66 | References: | 42 | First page: | 15 |
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