Skip to main content
Log in

A natural modification of a random process and its application to stochastic functional series and Gaussian measures

  • Published:
Journal of Soviet Mathematics Aims and scope Submit manuscript

Abstract

It is known that a Gaussian stochastic process can be expanded in a functional series with random independent coefficients. In the case where the process is continuous in mean but there exists no modification of it with continuous simple functions, the series does not converge uniformly. In what cases does it converge pointwise? This question reduces to the well-studied problem of the boundedness of the sample functions. It is shown that the pointwise convergence of the expansion mentioned above is equivalent to the continuity of the sample functions of the process in a certain separable metric. Some other properties of Gaussian processes and measures are considered, ansd generalizations to the non-Gaussian case are given.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Similar content being viewed by others

Literature cited

  1. K. Ito and M. Nisio, “On the oscillation functions of Gaussian processes,” Math. Scand.,22, No. 1, 209–233 (1968).

    Google Scholar 

  2. N. C. Jain and G. Kallianpur, “Oscillation function of a multiparameter Gaussian process,” Nagoya Math. J.,47, 15–28 (1972).

    Google Scholar 

  3. V. N. Sudakov, “A remark on the criterion of continuity of Gaussian sample functions,” Lecture Notes in Math.,330, 444–454 (1973).

    Google Scholar 

  4. B. S. Tsirel'son, “Some properties of lacunary series and Gaussian measures connected with uniform versions of the Egorov and Lusin properties,” Teor. Veroyatn. Ee Primen.,20, No. 3 (1975) (to appear).

  5. Yu. K. Belyaev, “Local properties of sample functions of stationary Gaussian processes,” Teor. Veroyatn. Ee Primen.,5, No. 1, 128–131 (1960).

    Google Scholar 

  6. Yu. K. Belyaev, “Continuity and Hölder's condition for sample functions of stationary Gaussian processes,” in: Proc. Fourth Berkeley Symp. Math. Statist. Prob., Vol. 2 (1961), pp. 23–33.

    Google Scholar 

  7. D. M. Eaves, “Sample functions of Gaussian random homogeneous fields are either continuous or very irregular,” Ann. Math. Statist.,38, No. 5, 1579–1582 (1967).

    Google Scholar 

  8. A. M. Vershik and V. N. Sudakov, “Probability measures in infinite-dimensional spaces,” Zap. Nauchn. Semin. Leningr. Otd. Mat. Inst.,12, 7–67 (1969).

    Google Scholar 

  9. K. Ito, “The canonical modification of stochastic processes,” J. Math. Soc. Jpn.,20, Nos. 1–2, 130–150 (1968).

    Google Scholar 

  10. R. M. Dudley, “The sizes of compact subsets of Hilbert space and continuity of Gaussian processes,” J. Funct. Anal.,1, No. 3, 290–330 (1967).

    Google Scholar 

  11. A. M. Vershik, “Axiomatics of measure theory in linear spaces,” Dokl. Akad. Nauk SSSR,178, No. 2, 278–281 (1968).

    Google Scholar 

  12. K. Fernique, “Intégrabilité des vecteurs gaussiens,” CR Acad. Sci., Paris,270A, No. 25, 1698–1699 (1970).

    Google Scholar 

  13. V. N. Sudakov and B. S. Tsirel'son, “Extremal properties of semispaces for spherically invariant measures,” Zap. Nauchn. Semin. Leningr. Otd. Mat. Inst.,41, 14–24 (1974).

    Google Scholar 

  14. A. Grothendieck, “Produits tensoriels topologiques et espaces nucléaires,” Mem. Am. Math. Soc.,l6 (1955).

  15. V. A. Rokhlin, “On the basic concepts of measure theory,” Matem. Sb.,25(67), No. 1, 107–150 (1949).

    Google Scholar 

  16. K. Kuratowski, Topology, Vol. 2, Moscow (1969).

  17. I. A. Ibragimov and Yu. V. Linnik, Independent and Stationary Related Quantities, Moscow (1965).

  18. B. S. Cirel'son, I. A. Ibragimov, and V. N. Sudakov, “Norms of Gaussian sample functions,” Lecture Notes in Math. (1976) (to appear).

Download references

Authors

Additional information

Translated from Zapiski Nauchnykh Seminarov Leningradskogo Otdeleniya Matematicheskogo Instituta im. V. A. Steklova Akad. Nauk SSSR, Vol. 55, pp. 35–63, 1976.

Rights and permissions

Reprints and permissions

About this article

Cite this article

Tsirel'son, B.S. A natural modification of a random process and its application to stochastic functional series and Gaussian measures. J Math Sci 16, 940–956 (1981). https://doi.org/10.1007/BF01676139

Download citation

  • Issue Date:

  • DOI: https://doi.org/10.1007/BF01676139

Keywords

Navigation