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JOURNALS // Teoriya Veroyatnostei i ee Primeneniya // Archive

Teor. Veroyatnost. i Primenen., 2023 Volume 68, Issue 4, Pages 719–750 (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

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.

MSC: 68Q30

Received: 14.04.2023
Accepted: 18.09.2023

DOI: 10.4213/tvp5650


 English version:
Theory of Probability and its Applications, 2024, 68:4, 582–606

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© Steklov Math. Inst. of RAS, 2024