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Teoriya Veroyatnostei i ee Primeneniya, 1968, Volume 13, Issue 2, Pages 201–229 (Mi tvp839)  

This article is cited in 476 scientific papers (total in 476 papers)

The description of the random field by its conditional distributions and its regularity conditions

R. L. Dobrushin

Moscow
Abstract: Suppose that for any finite set $\{t_1,\dots,t_n\}\subset T^\nu$, where $T^\nu$ is the $\nu$-dimensional cubic lattice, and for any $x_i$, $x(t)$, conditional probabilities
$$ \mathbf P\{\xi(t_1)=x_1,\dots,\xi(t_n)=x_n\mid\xi(t)=x(t),\ t\in T^\nu,\ t\ne t_i,\ i=1,\dots,n\} $$
corresponding to a random field with a finite number of its values $\xi(t)$ and known and have some natural properties of consistency. The problem is to find out if it is possibjle to find absolute probabilities $\mathbf\{\xi(t_1)=x_1,\dots,\xi(t_n)=x_n\}$, by which the given family of conditional probabilities is generated. It is proved that there exists a solution of this, problem and that in case $\nu=1$ it is unique. For $\nu>1$, the uniqueness can be proved if conditional distributions are close in a certain sense to those of a field of independent variables. Some systems of statistical physics with phase transitions give us examples when the solution is not unique. In more detail this question is considered in [4]. We prove also that the uniqueness is equivalent to one of the forms of regularity conditions of the field.
Received: 20.04.1967
English version:
Theory of Probability and its Applications, 1968, Volume 13, Issue 2, Pages 197–224
DOI: https://doi.org/10.1137/1113026
Bibliographic databases:
Language: Russian
Citation: R. L. Dobrushin, “The description of the random field by its conditional distributions and its regularity conditions”, Teor. Veroyatnost. i Primenen., 13:2 (1968), 201–229; Theory Probab. Appl., 13:2 (1968), 197–224
Citation in format AMSBIB
\Bibitem{Dob68}
\by R.~L.~Dobrushin
\paper The description of the random field by its conditional distributions and its regularity conditions
\jour Teor. Veroyatnost. i Primenen.
\yr 1968
\vol 13
\issue 2
\pages 201--229
\mathnet{http://mi.mathnet.ru/tvp839}
\mathscinet{http://mathscinet.ams.org/mathscinet-getitem?mr=231434}
\zmath{https://zbmath.org/?q=an:0184.40403|0177.45202}
\transl
\jour Theory Probab. Appl.
\yr 1968
\vol 13
\issue 2
\pages 197--224
\crossref{https://doi.org/10.1137/1113026}
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  • https://www.mathnet.ru/eng/tvp/v13/i2/p201
  • This publication is cited in the following 476 articles:
    Citing articles in Google Scholar: Russian citations, English citations
    Related articles in Google Scholar: Russian articles, English articles
    Теория вероятностей и ее применения Theory of Probability and its Applications
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