Skip to main content
Log in

Asymptotic behavior of mean uniform norms for sequences of Gaussian processes and fields

  • Published:
Extremes Aims and scope Submit manuscript

Abstract

We consider the mean uniform (mixed) norms for a sequence of Gaussian random functions. For a wide class of Gaussian processes and fields the \(2\log n)^{1/2}\)-asymptotic for mixed norms is found whenever the volume of the index set is of order \(n\) and tends to infinity, for example, \(n\)-length time interval for random processes. Some numerical examples demonstrate the rate of convergence for the obtained asymptotic. The developed technique can be applied to analysis of various linear approximation methods. As an application we consider the rate of approximation by trigonometrical polynomials in the mean uniform norm.

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

References

  • Buslaev, A.P., Seleznjev, O.: On certain extremal problems in approximation theory of random processes. East J. Approx. 5, 467–481 (1999)

    MathSciNet  Google Scholar 

  • Cramér, H., Leadbetter, M.R.: Stationary and Stochastic Processes. Wiley, New York (1967)

    Google Scholar 

  • Cressie, N.A.C.: Statistics for Spatial Data. Wiley, New York (1993)

    Google Scholar 

  • Eplett, W.T.: Approximation theory for simulation of continuous Gaussian processes. Probab. Theory Relat. Fields 73, 159–181 (1986)

    Article  MATH  MathSciNet  Google Scholar 

  • Feinerman, R.P., Newman, D.J.: Polynomial Approximation, Williams and Wilkins. Baltimore, (1974)

    Google Scholar 

  • Hüsler, J., Piterbarg, V., Seleznjev, O.: On convergence of the uniform norms for Gaussian processes and linear approximation problems. Ann. Appl. Probab. 13, 1615–1653, (2003)

    Article  MathSciNet  Google Scholar 

  • Leadbetter, M.R., Lindgren, G., Rootzén, H.: Extremes and Related Properties of Random Sequences and Processes. Springer, Berlin Heidelberg New York (1983)

    Google Scholar 

  • Lifshits, M.: Gaussian Random Functions. Kluwer, Dordrecht (1995)

    Google Scholar 

  • Maiorov, V.E. and Wasilkowski, G.W.: Probabilistic and average linear widths in \(L_\infty\)-norm with respect to \(r\)-fold Wiener measure. J. Approx. Theory 84, 31–40, (1996).

    Article  MathSciNet  Google Scholar 

  • Müller-Gronbach, T., Ritter, K.: Uniform reconstruction of Gaussian processes. Stoch. Processes Appl. 69, 55–70 (1997)

    Article  Google Scholar 

  • Pickands, J. III.: Upcrossing probabilities for stationary Gaussian processes. Trans. Amer. Math. Soc. 145, 51–73 (1969)

    Article  MATH  MathSciNet  Google Scholar 

  • Piterbarg, V.: Asymptotic Methods in the Theory of Gaussian Processes and Fields. AMS, Rhode Island (1996)

    Google Scholar 

  • Ritter, K.: Average Case Analysis of Numerical Problems. Lecture Notes in Math 1733. Springer, Berlin Heidelberg New York (1999)

    Google Scholar 

  • Seleznjev, O.: Limit theorems for maxima and crossings of a sequence of Gaussian processes and approximation of random processes. J. Appl. Prob. 28, 17–32 (1991)

    Article  MATH  MathSciNet  Google Scholar 

  • Seleznjev, O.: Linear approximation of random processes and sampling design problems. In: Grigelionis, B., Kubilius, J., Paulauskas, V., Pragarauskas H., Statulevicius, V., (eds.) Prob. Theory and Math. Statistics, Proceed. of the 7th Vilnius Conf. and 23th European Meet. Stat. VSP/TEV, Netherlands, pp. 665–684 (1999)

  • Seleznjev, O.: Spline approximation of random processes and design problems. J. Stat. Plan. Inference 84, 249–262 (2000)

    Article  MATH  MathSciNet  Google Scholar 

  • Wahba, G.: Spline Models for Observational Data. SIAM, Philadelphia (1990)

    Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Oleg Seleznjev.

Additional information

AMS 2000 Subject Classification

Primary—60G70, 60G15; Secondary—60F25

Rights and permissions

Reprints and permissions

About this article

Cite this article

Seleznjev, O. Asymptotic behavior of mean uniform norms for sequences of Gaussian processes and fields. Extremes 8, 161–169 (2005). https://doi.org/10.1007/s10687-006-7965-x

Download citation

  • Received:

  • Revised:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s10687-006-7965-x

Keywords

Navigation