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Analytic and Asymptotic Properties of Multivariate Generalized Linnik’s Probability Densities

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Abstract

This paper studies the properties of the probability density function p α,ν,n(x) of the n-variate generalized Linnik distribution whose characteristic function φ α,ν,n(t) is given by

$$\varphi_{\alpha,\nu,n}(\boldsymbol{t})=\frac{1}{(1+\Vert\boldsymbol{t}\Vert^{\alpha})^{\nu}},\quad\alpha\in (0,2],\ \nu>0,\ \boldsymbol{t}\in\mathbb{R}^n,$$

where ‖t‖ is the Euclidean norm of t∈ℝn. Integral representations of p α,ν,n(x) are obtained and used to derive the asymptotic expansions of p α,ν,n(x) when ‖x‖→0 and ‖x‖→∞ respectively. It is shown that under certain conditions which are arithmetic in nature, p α,ν,n(x) can be represented in terms of entire functions.

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References

  1. Anderson, D.N.: A multivariate Linnik distribution. Stat. Probab. Lett. 14, 333–336 (1992)

    Article  MATH  Google Scholar 

  2. Anderson, D.N., Arnold, B.C.: Linnik distributions and processes. J. Appl. Probab. 30, 330–340 (1993)

    Article  MATH  MathSciNet  Google Scholar 

  3. Andrews, G., Askey, R., Roy, R.: Special functions. Encyclopedia of Mathematics and its Applications, vol. 71. Cambridge University Press, Cambridge (1999)

    Google Scholar 

  4. Devroye, L.: A note on Linnik’s distribution. Stat. Probab. Lett. 9, 305–306 (1990)

    Article  MATH  MathSciNet  Google Scholar 

  5. Eltoft, T., Kim, T., Lee, T.W.: On the multivariate Laplace distribution. IEEE Signal. Process. Lett. 13, 300–303 (2006)

    Article  Google Scholar 

  6. Erdogan, M.B.: Analytic and asymptotic properties of non-symmetric Linnik’s probability densities. J. Fourier Anal. Appl. 5, 523–544 (1999)

    Article  MathSciNet  Google Scholar 

  7. Erdogan, M.B., Ostrovskii, I.V.: Non-symmetric Linnik distributions. C. R. Acad. Sci. Paris 325, 511–516 (1997)

    MATH  MathSciNet  Google Scholar 

  8. Erdogan, M.B., Ostrovskii, I.V.: Analytic and asymptotic properties of generalized Linnik probability densities. J. Math. Anal. Appl. 217, 555–578 (1998)

    Article  MATH  MathSciNet  Google Scholar 

  9. Garoni, T.M., Frankel, N.E.: d-dimensional Lévy flights: Exact and asymptotic. J. Math. Phys. 43, 5090–5107 (2002)

    Article  MATH  MathSciNet  Google Scholar 

  10. Gneiting, T.: Normal scale mixtures and dual probability densities. J. Stat. Comput. Simul. 59, 375–384 (1997)

    Article  MATH  Google Scholar 

  11. Gneiting, T.: Power-law correlations, related models for long range dependence, and their simulation. J. Appl. Probab. 37, 1104–1109 (2000)

    Article  MATH  MathSciNet  Google Scholar 

  12. Gneiting, T., Schlather, M.: Stochastic models that separate fractal dimension and the Hurst effect. SIAM Rev. 46, 269–282 (2004)

    Article  MATH  MathSciNet  Google Scholar 

  13. Gneiting, T., Genton, M.G., Guttorp, P.: Geostatistical space-time models, stationarity, separability, and full symmetry. In: Statistical Methods for Spatio-Temporal Systems. Monographs on Statistics and Applied Probabilities, vol. 107, pp. 151–175 (2007)

  14. Goff, J.A., Jordan, T.H.: Stochastic modeling of seafloor morphology: Inversion of sea beam data for second-order statistics. J. Geophys. Res. 93, 13589–13608 (1988)

    Article  Google Scholar 

  15. Gradshteyn, I.S., Ryzhik, I.M.: Tables of Integrals, Series and Products, 6th edn. Academic Press, San Diego (2000)

    Google Scholar 

  16. Hancock, M.S., Stein, M.L.: A Bayesian analysis of kriging. Technometrics 35, 403–410 (1993)

    Article  Google Scholar 

  17. Hancock, M.S., Wallis, J.R.: An approach to statistical spatio-temporal modeling of meteorological fields. J. Am. Stat. Assoc. 89, 368–378 (1994)

    Article  Google Scholar 

  18. Johnson, N.L., Kotz, S., Balakrishnan, N.: Continuous Univariate Distributions I, 2nd edn. Wiley, New York (1994)

    Google Scholar 

  19. Klebanov, L.B., Maniya, G.M., Melamed, I.M.: A problem of Zolotarev and analogs of infinite divisible and stable distributions in a scheme for summing a random number of random variables. Theory Probab. Appl. 29, 791–794 (1985)

    Article  MATH  Google Scholar 

  20. Klebanov, L.B., Mittnik, S., Rachev, S.T., Volkovich, V.E.: A new representation for the characteristic function of strictly geo-stable vectors. J. Appl. Probab. 37, 1137–1142 (2000)

    Article  MATH  MathSciNet  Google Scholar 

  21. Kotz, S., Nadarajah, S.: Multivariate t-Distributions and their Applications. Cambridge University Press, Cambridge (2004)

    Book  Google Scholar 

  22. Kotz, S., Ostrovskii, I.V.: A mixture representation of the Linnik distribution. Stat. Probab. Lett. 26, 61–64 (1996)

    Article  MATH  MathSciNet  Google Scholar 

  23. Kotz, S., Ostrovskii, I.V., Hayfavi, A.: Analytic and asymptotic properties of Linnik’s probability densities I, II. J. Math. Anal. Appl. 193, 353–371, 497–521 (1995)

    Article  MATH  MathSciNet  Google Scholar 

  24. Kozubowski, T.J.: Mixture representation of Linnik distribution revisited. Stat. Probab. Lett. 38, 157–160 (1998)

    Article  MathSciNet  Google Scholar 

  25. Kozubowski, T.J.: Exponential mixture representation of geometric stable distributions. Ann. Inst. Stat. Math. 52, 231–238 (2000)

    Article  MATH  MathSciNet  Google Scholar 

  26. Kozubowski, T.J., Panorska, A.K.: Multivariate geometric stable distributions in financial applications. Math. Comput. Model. 29, 83–92 (1999)

    Article  MATH  MathSciNet  Google Scholar 

  27. Kozubowski, T.J., Podgorski, K.: A multivariate and asymmetric generalization of Laplace distribution. Comput. Stat. 15, 531–540 (2000)

    MATH  MathSciNet  Google Scholar 

  28. Kozubowski, T.J., Podgorski, K.: Asymmetric Laplace laws and modeling financial data. Math. Comput. Model. 34, 1003–1021 (2001)

    Article  MATH  MathSciNet  Google Scholar 

  29. Kozubowski, T.J., Rachev, S.T.: The theory of geometric stable distributions and its use in modeling financial data. Eur. J. Oper. Res. 74, 310–324 (1994)

    Article  MATH  Google Scholar 

  30. Kozubowski, T.J., Rachev, S.T.: Univariate geometric stable laws. J. Comput. Anal. Appl. 1, 177–217 (1999)

    MATH  MathSciNet  Google Scholar 

  31. Kozubowski, T.J., Rachev, S.T.: Multivariate geometric stable laws. J. Comput. Anal. Appl. 1, 349–385 (1999)

    MATH  MathSciNet  Google Scholar 

  32. Kozubowski, T.J., Meershaert, M.M., Panorska, A.K., Scheffler, H.-P.: Operator geometric stable laws. J. Multivar. Anal. 92, 298–323 (2005)

    MATH  Google Scholar 

  33. Kuttykrishnan, A.P., Jayakumar, K.: Bivariate semi α-Laplace distribution and processes. Stat. Pap. 49, 303–313 (2008)

    Article  MATH  MathSciNet  Google Scholar 

  34. Lekshmi, V.S., Jose, K.K.: Autoregressive processes with Pakes and geometric Pakes generalized Linnik marginals. Stat. Probab. Lett. 76, 318–326 (2006)

    Article  MATH  MathSciNet  Google Scholar 

  35. Li, M., Lim, S.C.: Modeling network traffic using Cauchy correlation model with long-range dependence. Mod. Phys. Lett. B 19, 829–840 (2005)

    Article  MATH  Google Scholar 

  36. Li, M., Lim, S.C.: Modeling network traffic using generalized Cauchy process. Physica A 387, 2584–2594 (2008)

    Google Scholar 

  37. Lim, S.C., Li, M.: A generalized Cauchy process and its application to relaxation phenomena. J. Phys. A 39, 2935–2951 (2006)

    Article  MATH  MathSciNet  Google Scholar 

  38. Lim, S.C., Teo, L.P.: Gaussian fields and Gaussian sheets with generalized Cauchy covariance structure. Stoch. Process. Appl. 119, 1325–1356 (2009)

    Article  MATH  MathSciNet  Google Scholar 

  39. Lim, S.C., Teo, L.P.: Generalized Whittle-Matérn random field as a model of correlated fluctuations. J. Phys. A 42, 105202 (2009)

    Article  MathSciNet  Google Scholar 

  40. Lin, G.D.: A note on the Linnik distributions. J. Math. Anal. Appl. 217, 701–706 (1998)

    Article  MATH  MathSciNet  Google Scholar 

  41. Linnik, Ju.V.: Linear forms and statistical criteria, I, II. Ukr. Mat. Zh. 5, 207–290 (1953). English translation in Select. Transl. Math. Stat. Probab. 3, 1–90 (1963)

    MathSciNet  Google Scholar 

  42. Matérn, B.: Spatial variation—stochastic models and their application to some problems in forest surveys and other sampling investigations. Stockholm: Medd. Statens Skogsforskningsinstitut 49(5) (1960)

  43. Matérn, B.: Spatial Variation, 2nd edn. Springer, Berlin (1986)

    MATH  Google Scholar 

  44. Mateu, J., Porcu, E., Christakos, G., Bevilacqua, M.: Fitting negative spatial covariances to geothermal field temperatures in Nea Kessani (Greece). Environmetrics 18, 759–773 (2007)

    Article  MathSciNet  Google Scholar 

  45. Mateu, J., Porcu, E., Gregori, P.: Recent advances to model anisotropic space-time data. Stat. Methods Appl. 17, 209–223 (2008)

    Article  MATH  MathSciNet  Google Scholar 

  46. Matheron, G.: The theory of regionalized variables and its applications. In: Les Cahiers du Centre de Morphologie Mathématique, no. 5. Ecole des Mines de Paris, Fontainebleau (1970)

    Google Scholar 

  47. Minasny, B., McBratney, A.B.: The Matérn function as a general model for soil variograms. Geoderma 128, 192–207 (2005)

    Article  Google Scholar 

  48. Mittnik, S., Rachev, S.T.: Alternative multivariate stable distributions and their applications to financial modeling. In: Cambanis, S., Samarodnitsky, G., Taqqu, M.S. (eds.) Stable Processes and Related Topics, pp. 107–119. Birkhäuser, Boston (1991)

    Google Scholar 

  49. Mittnik, S., Rachev, S.T.: Modeling asset returns with alternative stable distributions. Econom. Rev. 12, 261–330 (1993)

    Article  MATH  MathSciNet  Google Scholar 

  50. Ostrovskii, I.V.: Analytic and asymptotic properties of multivariate Linnik’s distribution. Math. Phys. Anal. Geom. 2, 436–455 (1995)

    MATH  MathSciNet  Google Scholar 

  51. Oxtoby, J.C.: Measure and Category. Springer, New York (1980)

    MATH  Google Scholar 

  52. Pakes, A.G.: A characterization of gamma mixtures of stable laws motivated by limit theorems. Stat. Neerl. 2–3, 209–218 (1992)

    Article  MathSciNet  Google Scholar 

  53. Pakes, A.G.: Mixture representations for symmetric generalized Linnik laws. Stat. Probab. Lett. 37, 213–221 (1998)

    Article  MathSciNet  Google Scholar 

  54. Porcu, E., Mateu, J.: Covariance functions that are stationary or nonstationary in space and stationary in time. Stat. Neerl. 61, 358–382 (2007)

    Article  MATH  MathSciNet  Google Scholar 

  55. Rachev, S.T., SenGupta, A.: Laplace-Weilbull mixtures for modeling price changes. Manag. Sci. 39, 1029–1038 (1993)

    Article  MATH  Google Scholar 

  56. Sabu, G., Pillai, R.N.: Multivariate α-Laplace distributions. J. Natl. Acad. Math. 5, 13–18 (1987)

    MATH  Google Scholar 

  57. Samorodnitsky, G., Taqqu, M.S.: Stable Non-Gaussian Random Processes. Chapman & Hall, San Francisco (1994)

    MATH  Google Scholar 

  58. Stein, M.L.: Interpolation of Spatial Data: Some Theory for Kriging. Springer, New York (1999)

    MATH  Google Scholar 

  59. Stein, M.L.: Seasonal variations in the spatial-temporal dependence of total column ozone. Environmetrics 18, 71–86 (2007)

    Article  MathSciNet  Google Scholar 

  60. Tatarski, V.I.: Wave Propagation in a Turbulent Medium. McGraw-Hill, New York (1961)

    MATH  Google Scholar 

  61. Whittle, P.: On stationary processes in the plane. Biometrika 41, 431–449 (1954)

    MathSciNet  Google Scholar 

  62. Whittle, P.: Stochastic processes in several dimensions. Bull. Int. Stat. Inst. 40, 974–94 (1963)

    MathSciNet  Google Scholar 

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Correspondence to L. P. Teo.

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Communicated by Christian Houdré.

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Lim, S.C., Teo, L.P. Analytic and Asymptotic Properties of Multivariate Generalized Linnik’s Probability Densities. J Fourier Anal Appl 16, 715–747 (2010). https://doi.org/10.1007/s00041-009-9097-6

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  • DOI: https://doi.org/10.1007/s00041-009-9097-6

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