Skip to main content
Log in

On estimating the tail index and the spectral measure of multivariate \(\alpha \)-stable distributions

  • Published:
Metrika Aims and scope Submit manuscript

Abstract

We propose estimators for the tail index and the spectral measure of multivariate \(\alpha \)-stable distributions and derive their asymptotic properties. Simulation studies reveal the appropriateness of the estimators. Applications to financial data are also considered.

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.

Institutional subscriptions

Fig. 1

Similar content being viewed by others

References

  • Byczkowski T, Nolan JP, Rajput B (1993) Approximation of multidimensional stable densities. J Multivar Anal 46:13–31

    Article  MATH  MathSciNet  Google Scholar 

  • Dominicy Y, Veredas D (2013) The method of simulated quantiles. J Econom 172:235–247

    Article  MathSciNet  Google Scholar 

  • Fan Z (2001) Estimation problems for distributions with heavy tails. Ph.D. Thesis. Universität zu Göttingen

  • Kabašinskas A, Rachev S, Sakalauskas L, Sun W, Belovas I (2009) Alpha-stable paradigm in financial markets. J Comput Anal Appl 11:641–668

    MATH  MathSciNet  Google Scholar 

  • Lombardi MJ, Veredas D (2009) Indirect estimation of elliptical stable distributions. Comput Stat Data Anal 53:2309–2324

    Article  MATH  MathSciNet  Google Scholar 

  • Mood AM, Graybill FA, Boes DC (1974) Introduction to the theory of statistics. McGraw-Hill, New York

    MATH  Google Scholar 

  • Modarres R, Nolan JP (1994) A method for simulating stable random vectors. Comput Stat 9:11–19

    MATH  MathSciNet  Google Scholar 

  • Nolan JP (1999) Fitting data and assessing goodness of fit with stable distributions. In: Nolan JP, Swami A (eds) Proceedings of the conference on heavy tailed distributions. American University, Washington

    Google Scholar 

  • Nolan JP (2003) Modeling financial distributions with stable distributions. In: Rachev ST (ed) Handbook of heavy tailed distributions in finance. Elsevier Science, Amsterdam, pp 105–130

  • Nolan JP, Panorska AK, McCulloch JH (2001) Estimation of stable spectral measures. Math Comput Model 34:1113–1122

    Article  MATH  MathSciNet  Google Scholar 

  • Ogata H (2013) Estimation for multivariate stable distributions with generalized empirical likelihood. J Econom 172:248–254

    Article  MathSciNet  Google Scholar 

  • Paulauskas V, Vaičiulis M (2011) Once more on comparison of tail index estimators. ArXiv:1104.1242v1

  • Pivato M, Seco L (2003) Estimating the spectral measure of a multivariate stable distribution via spherical harmonic analysis. J Multivar Anal 87:219–240

    Article  MATH  MathSciNet  Google Scholar 

  • Rachev ST, Stoyanov S, Biglova A, Fabozzi F (2005) An empirical examination of daily stock return distributions for U.S. stocks. In: Baier D, Decker R, Schmidt-Thieme L (eds) Data analysis and knowledge organization. Springer, Berlin, pp 269–281

  • Rachev Z, Racheva-Iotova B, Stoyanov S (2010) Capturing fat tails. Risk magazine, pp 72–77. www.risk.net

  • Samorodnitsky G, Taqqu M (1994) Stable non-Gaussian random processes. Chapman-Hill, New York

    MATH  Google Scholar 

Download references

Acknowledgments

The authors would like to thank an anonymous reviewer and Editor, Professor Norbert Henze, for their valuable comments and suggestions to improve the manuscript. They are also grateful to Professor John P. Nolan to provide access to STABLE package in R for improving the computations and Dr. Thaigo do Rego Sousa for his help in running the programs of GEVStableGarch package. The third author was supported by JSPS KAKENHI Grant Number 26870655.

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Adel Mohammadpour.

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Mohammadi, M., Mohammadpour, A. & Ogata, H. On estimating the tail index and the spectral measure of multivariate \(\alpha \)-stable distributions. Metrika 78, 549–561 (2015). https://doi.org/10.1007/s00184-014-0515-7

Download citation

  • Received:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s00184-014-0515-7

Keywords

Mathematics Subject Classification

Navigation