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Problemy Peredachi Informatsii, 2015, Volume 51, Issue 2, Pages 114–121 (Mi ppi2174)  

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
Full-text PDF (162 kB) Citations (6)
References:
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
English version:
Problems of Information Transmission, 2015, Volume 51, Issue 2, Pages 192–199
DOI: https://doi.org/10.1134/S003294601502009X
Bibliographic databases:
Document Type: Article
UDC: 621.391.1+519.2
Language: Russian
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
Citation in format AMSBIB
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\pages 114--121
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  • https://www.mathnet.ru/eng/ppi2174
  • https://www.mathnet.ru/eng/ppi/v51/i2/p114
  • This publication is cited in the following 6 articles:
    Citing articles in Google Scholar: Russian citations, English citations
    Related articles in Google Scholar: Russian articles, English articles
    Проблемы передачи информации Problems of Information Transmission
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    Full-text PDF :66
    References:42
    First page:15
     
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