Abstract
Andrei Nikolaevich Kolmogorov was the foremost contributor to the mathematical and philosophical foundations of probability in the twentieth century, and his thinking on the topic is still potent today. In this article we first review the three stages of Kolmogorov's work on the foundations of probability: (1) his formulation of measure-theoretic probability, 1933; (2) his frequentist theory of probability, 1963; and (3) his algorithmic theory of randomness, 1965–1987. We also discuss another approach to the foundations of probability, based on martingales, which Kolmogorov did not consider.
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REFERENCES
Kolmogorov, A.N., Grundbegri_e der Wahrscheinlichkeitsrechnung, Berlin: Springer, 1933. Translated under the title Osnovnye ponyatiya teorii veroyatnostei, Moscow: Nauka, 1974.
Bernoulli, J., Ars Conjectandi, Basel: Thurnisius, 1713. Part 4 translated under the title O zakone bol'shikh chisel, Mosco: Nauka, 1986.
Ville, J., Étude critique de la notion de collectif, Paris: Gauthier-Villars, 1939.
Shafer, G. and Vovk, V., Probability and Finance: It's Only a Game!, New York: Wiley, 2001.
von Mises, R., Wahrscheinlichkeitsrechnung und ihre Anwendung in der Statistik und theoretischen Physik, Leipzig: F. Deuticke, 1931.
Kolmogorov, A.N., Probability Theory and Its Applications, in Matematika i estestvoznanie v SSSR (Mathematics and Natural Science in the USSR), Moscow: GONTI, 1938, pp. 51–61.
Kolmogorov, A.N., Probability, in Bol'shaya Sovetskaya Entsiklopediya (Grand Soviet Encyclopaedia), Moscow: Bol'shaya Sovetskaya Entsiklopediya, 1951, vol. 7, 2nd ed., pp. 508–510.
Kolmogorov, A.N., Probability Theory, in Matematika, ee soderzhanie, metody i znachenie (Mathematics, Its Subject, Methods, and Importance), Moscow: Akad. Nauk SSSR, 1956, vol. 2, pp. 252–284.
Kolmogorov, A.N., Probability Theory, in Matematika v SSSR za sorok let (Mathematics in the USSR over 40 Years), Moscow: Fizmatgiz, 1959, vol. 1, pp. 781–795.
Kolmogorov, A.N. and Gnedenko, B.V., Probability Theory, in Matematika v SSSR za tridtsat' let (Mathematics in the USSR over 30 Years), Moscow: Gostekhizdat, 1948, pp. 701–727.
Kolmogorov, A.N., On Tables of Random Numbers, Sankhya, Indian J. Statist., Ser. A, 1963, vol. 25, no. 4, pp. 369–376.
Kolmogorov, A.N., Three Approaches to the Quantitative De_nition of Information, Probl. Peredachi Inf., 1965, vol. 1, no. 1, pp. 3–11 [Probl. Inf. Trans. (Engl. Transl.), 1965, vol. 1, no. 1, pp. 17].
Kolmogorov, A.N., The Logical Basis for Information Theory and Probability Theory, IEEE Trans. Inf. Theory, 1968, vol. 14, no. 5, pp. 662–664. Russian translation in Probl. Peredachi Inf., 1969, vol. 5, no. 3, pp. 3–7.
Kolmogorov, A.N., Combinatorial Foundations of Information Theory and the Calculus of Probabilities, Usp. Mat. Nauk, 1983, vol. 38, no. 4, pp. 27–36 [Russian Math. Surveys (Engl. Transl.), 1983, vol. 38, no. 4, pp. 29–40].
Kolmogorov, A.N., On Logical Foundations of Probability Theory, Probability Theory and Mathematical Statistics,Prokhorov, Yu.V. and Ito, K., Eds., Lect. Notes Math., vol. 1021, Berlin: Springer, 1983, pp. 1–5.
Solomono, R.J., A preliminary report on a general theory of inductive inference, Technical Report ZTB-138, Zator Company, Cambridge, MA, November 1960.
Solomono, R.J., Formal Theory of Inductive Inference, Parts I and II, Inf. Control, 1964, vol. 7, no. 1, pp. 1–22; no. 2, pp. 224–254.
Asarin, E.A., Some Properties of Kolmogorov _-Random Finite Sequences, Teor. Veroyath. Primen., 1987, vol. 32, no. 3, pp. 556–558 [Theory Probab. Appl. (Engl. Transl.), 1987, vol. 32, no. 3, pp. 507–508].
Asarin, E.A., On Some Properties of Finite Objects Random in the Algorithmic Sense, Dokl. Akad. Nauk SSSR, 1987, vol. 295, no. 4, pp. 782–785 [Soviet Math. Doklady (Engl. Transl.), 1988, vol. 36, pp. 109–112].
Asarin, E.A., Individual Random Signals: Complexity Approach, Cand. Sci. (Phys.-Math.) Dissertation, Moscow: Moscow State University, 1970.
Shen', A., The Concept of Kolmogorov (α, β)-Stochasticity and Its Properties, Dokl. Akad. Nauk SSSR, 1983, vol. 271, no. 6, pp. 1337–1349 [Soviet Math. Doklady (Engl. Transl.), 1983, vol. 28, pp. 295–299].
V'yugin, V.V., On Nonstochastic Objects, Probl. Peredachi Inf., 1985, vol. 21, no. 2, pp. 3–9 [Probl. Inf.Trans. (Engl. Transl.), 1985, vol. 21, no. 2, pp. 77–83].
V'yugin, V.V., On the Defect of Randomness of a Finite Object with respect to Measures with Given Compexity Bounds, Teor. Veroyatn. Prime., 1987, vol. 32, no.3, pp. 558–563 [Theory Probab. Appl. (Engl. Transl.), 1987, vol. 32, no. 3, pp. 508–512].
Li, M. and Vitányi, P., An Introduction to Kolmogorov Complexity and Its Applications, New York: Springer, 1997, 2nd ed.
Gács, P., Tromp, J., and Vitányi, P., Algorithmic Statistics, IEEE Trans. Inf. Theory, 2001, vol. 47, no. 6, pp. 2443–2463.
Vereshchagin, N. and Vitányi, P., Kolmogorov's Structure Functions with an Application to the Foundations of Model Selection, in Proc. 43rd Ann. Symp. on Foundations of Computer Science, New York: IEEE Comp. Soc., 2002.
Martin-Löf, P., The De_nition of Random Sequences, Inf. Control, 1966, vol. 9, no. 6, pp. 602–619.
Levin, L.A., On the Notion of a Random Sequence, Dokl. Akad. Nauk SSSR, 1973, vol. 212, no. 3, pp. 548–550 [Soviet Math. Doklady (Engl. Transl.), 1983, vol. 14, no. 5, pp. 1413–1416].
Schnorr, C.P., Process Complexity and E_ective Random Tests, J. Comp. Syst. Sci., 1973, vol. 7, no. 4, pp. 376–388.
Wald, A., Die Widerspruchfreiheit des Kollectivbegri_es der Wahrscheinlichkeitsrechnung, Ergebnisse eines Mathematischen Kolloquiums, 1937, vol. 8, pp. 38–72.
Church, A., On the Concept of a Random Sequence, Bull. AMS, 1940, vol. 46, no. 2, pp. 130–135.
Schnorr, C.P., A Unified Approach to the De_nition of Random Sequences, Math. Syst. Theory, 1971, vol. 5, pp. 246–258.
Schnorr, C.P., Zufälligkeit und Wahrscheinlichkeit, Berlin: Springer, 1971.
Doob, J.L., Stochastic Processes, New York: Wiley, 1953. Translated under the title Veroyatnostnye protsessy, Moscow: Inostrannaya Literatura, 1956.
Schnorr, C.P., Klassifikation der Zufallsgesetze nach Komplexität und Ordnung, Zeitschrift für Wahrscheinlichkeitstheorie und Verwandte Gebiete, 1970, vol. 16, pp. 1–21.
Vovk, V.G., The Law of the Iterated Logarithm for Random Kolmogorov, or Chaotic Sequences, Teor. Veroyatn. Primen., 1987, vol. 32, no. 3, pp. 456–468 [Theory Probab. Appl. (Engl. Transl.), 1987, vol. 32, no. 3, pp. 413–425].
Dawid, A.P., Statistical Theory: The Prequential Approach, J. Royal Stat. Soc., Ser. A, 1984, vol. 147, pp. 278–292.
Dawid, A.P., Calibration-based Empirical Probability (with Discussion), Ann. Stat., 1985, vol. 13, no. 4, pp. 1251–1285.
Vovk, V., Kolmogorov's Complexity Conception of Probability, Probability Theory: Philosophy, Recent History, and Relations to Science, Hendricks, V.F., Pedersen, S.A., and Jorgensen, K.F., Eds., Dordrecht: Kluwer, 2001, pp. 51–69.
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Vovk, V.G., Shafer, G.R. Kolmogorov's Contributions to the Foundations of Probability. Problems of Information Transmission 39, 21–31 (2003). https://doi.org/10.1023/A:1023674330295
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DOI: https://doi.org/10.1023/A:1023674330295