Skip to main content
Log in

A noncentral limit theorem for quadratic forms of Gaussian stationary sequences

  • Published:
Journal of Theoretical Probability Aims and scope Submit manuscript

Abstract

We examine the limit behavior of quadratic forms of stationary Gaussian sequences with long-range dependence. The matrix that characterizes the quadratic form is Toeplitz and the Fourier transform of its entries is a regularly varying function at the origin. The spectral density of the stationary sequence is also regularly varying at the origin. We show that the normalized quadratic form converges inD[0, 1] to a new type of non-Gaussian self-similar process, which can be represented as a Wiener-Itô integral onR 2.

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

  1. Billingsley, P. (1968).Convergence of Probability Measures, Wiley, New York.

    Google Scholar 

  2. Bingham, N., Goldie, C. M., and Teugels, J. L. (1987).Regular Variation, Cambridge University Press, Cambridge, England.

    Google Scholar 

  3. Chow, Y. S., and Teicher, H. (1978).Probability Theory, Springer-Verlag, New York.

    Google Scholar 

  4. Dobrushin, R. L., and Major, P. (1979). Non-central limit theorems for non-linear functions of Gaussian fields.Z. Wahr. verw. Gebiete 50, 27–52.

    Google Scholar 

  5. Fox, R., and Taqqu, M. S. (1987). Central limit theorems for quadratic forms in random variables having long range dependence.Probab. Theor. Rel. Fields 74, 213–240.

    Google Scholar 

  6. Major, P. (1980).Multiple Wiener-Itô Integrals, Lecture Notes in Mathematics, Vol. 849, Springer-Verlag, New York.

    Google Scholar 

  7. Rosenblatt, M. (1961). Independence and dependence.Proc. 4th Berkeley Symp. Math. Statist. Probab. 2, 431–443.

    Google Scholar 

  8. Taqqu, M. S. (1975). Weak convergence to fractional Brownian motion and the Resenblatt process.Z. Wahr. verw. Gebiete 31, 287–302.

    Google Scholar 

  9. Terrin, N., and Taqqu, M. S. Power counting theorem onR n. (To be published.)

Download references

Author information

Authors and Affiliations

Authors

Rights and permissions

Reprints and permissions

About this article

Cite this article

Terrin, N., Taqqu, M.S. A noncentral limit theorem for quadratic forms of Gaussian stationary sequences. J Theor Probab 3, 449–475 (1990). https://doi.org/10.1007/BF01061262

Download citation

  • Received:

  • Revised:

  • Issue Date:

  • DOI: https://doi.org/10.1007/BF01061262

Key Words

Navigation