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Teoriya Veroyatnostei i ee Primeneniya, 2023, Volume 68, Issue 4, Pages 719–750
DOI: https://doi.org/10.4213/tvp5650
(Mi tvp5650)
 

Kolmogorov’s last discovery? (Kolmogorov and algorithmic statistics)

N. K. Vereshchaginab, A. L. Semenova, A. Kh. Shen'c

a Lomonosov Moscow State University
b HSE University, Moscow
c LIRMM, Univ Montpellier, CNRS, Montpellier, France
References:
Abstract: The definition of descriptional complexity of finite objects suggested by Kolmogorov and other authors in the mid-1960s is now well known. In addition, Kolmogorov pointed out some approaches to a more fine-grained classification of finite objects, such as the resource-bounded complexity (1965), structure function (1974), and the notion of $(\alpha,\beta)$-stochasticity (1981). Later it turned out that these approaches are essentially equivalent in that they define the same curve in different coordinates. In this survey, we try to follow the development of these ideas of Kolmogorov as well as similar ideas suggested independently by other authors.
Keywords: Kolmogorov complexity, algorithmic statistics, resource-bounded complexity, Kolmogorov's structure function, $(\alpha,\beta)$-stochasticity.
Funding agency Grant number
HSE Basic Research Program
Agence Nationale de la Recherche ANR-21-CE48-0023 FLITTLA
Received: 14.04.2023
Accepted: 18.09.2023
English version:
Theory of Probability and its Applications, 2024, Volume 68, Issue 4, Pages 582–606
DOI: https://doi.org/10.1137/S0040585X97T991647
Bibliographic databases:
Document Type: Article
MSC: 68Q30
Language: Russian
Citation: N. K. Vereshchagin, A. L. Semenov, A. Kh. Shen', “Kolmogorov’s last discovery? (Kolmogorov and algorithmic statistics)”, Teor. Veroyatnost. i Primenen., 68:4 (2023), 719–750; Theory Probab. Appl., 68:4 (2024), 582–606
Citation in format AMSBIB
\Bibitem{VerSemShe23}
\by N.~K.~Vereshchagin, A.~L.~Semenov, A.~Kh.~Shen'
\paper Kolmogorov’s last discovery? (Kolmogorov and algorithmic statistics)
\jour Teor. Veroyatnost. i Primenen.
\yr 2023
\vol 68
\issue 4
\pages 719--750
\mathnet{http://mi.mathnet.ru/tvp5650}
\crossref{https://doi.org/10.4213/tvp5650}
\transl
\jour Theory Probab. Appl.
\yr 2024
\vol 68
\issue 4
\pages 582--606
\crossref{https://doi.org/10.1137/S0040585X97T991647}
\scopus{https://www.scopus.com/record/display.url?origin=inward&eid=2-s2.0-85185329867}
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    Òåîðèÿ âåðîÿòíîñòåé è åå ïðèìåíåíèÿ Theory of Probability and its Applications
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