A Journal "Theory of Probability and Mathematical Statistics"
2023
2022
2021
2020
2019
2018
2017
2016
2015
2014
2013
2012
2011
2010
2009
2008
2007
2006
2005
2004
2003
2002
2001
2000
1999
1998
1997
1996
1995
1994
1993
1992
1991
1990
1989
1988
1987
1986
1985
1984
1983
1982
1981
1980
1979
1978
1977
1976
1975
1974
1973
1972
1971
1970


Archive

About   Editorial Board   Contacts   Template   Publication Ethics   Peer Review Process   Special Issues   History  

Theory of Probability and Mathematical Statistics



Bispectrum and a nonlinear model for non-Gaussian homogenous and isotropic field in 3D

Gy"orgy Terdik, L'aszl'o N'adai

Download PDF

Abstract: The so-called bispectrum is a widely used construction for analyzing nonlinear time series. In this paper the generalized bispectrum of a homogenous and isotropic stochastic field in 3D is introduced. The isotropy is considered in third order, and we give some necessary and sufficient conditions for isotropy of homogenous random fields. The spatial three-point correlation function (bicovariance function) is given by the bispectrum in terms of a kernel function, which is a superposition of spherical Bessel-functions and Legendre-polynomials. In return, the same kernel function is used in expressing the bispectrum by the bicovariance function. As an example, we generalize a model for non-Gaussian fields, which is the sum of a Gaussian-field and its 2nd degree Hermite-polynomial. This model can be applied as an alternative to the Gaussian one used in Cosmology for non-Gaussian CMB temperature fluctuations.

Keywords: Bispectrum, homogenous fields, isotropic fields, bicovariance,spherical Bessel-functions

Bibliography:
[1] M. Abramowitz and I. A. Stegun, Handbook of mathematical functions with formulas, graphs, and mathematical tables, Dover Publications Inc., New York, 1992, Reprint of the 1972 edition.
[2] PAR Ade, N Aghanim, C Armitage-Caplan, M Arnaud, M Ashdown, F Atrio-Barandela, J Aumont, C Baccigalupi, Anthony J Banday, RB Barreiro, et al., Planck 2013 results. xxiv. constraints on primordial nongaussianity, Astronomy & Astrophysics 571 (2014), A24.
[3] R. J Adler, The geometry of random elds, Society for Industrial and Applied Mathematics, 2010.
[4] G. Arfken and H. J. Weber, Mathematical methods for physicists, Academic Press, HAP, New York, San Diego, London, 2001.
[5] D. R. Brillinger, An introduction to polyspectra, Ann. Math. Statistics 36 (1965), 13511374.
[6] R. L. Dobrushin, Gaussian and their subordinated generalized elds, Ann. of Probability 7 (1979), no. 1, 128.
[7] I. Dubovetska, O. Masyutka, and M. Moklyachuk, Estimation problems for periodically correlated isotropic random elds, Methodology and Computing in Applied Probability 17 (2015), no. 1, 4157.
[8] A. R. Edmonds, Angular momentum in quantum mechanics, Princeton University Press, 1957.
[9] A. ErdØlyi, W. Magnus, F. Oberhettinger, and F. G. Tricomi, Higher transcendental functions. Vol. I, Robert E. Krieger Publishing Co. Inc., Melbourne, Fla., 1981, Based on notes left by Harry Bateman, With a preface by Mina Rees, With a foreword by E. C. Watson, Reprint of the 1953 original.
[10] J. R Fergusson, M Liguori, and E. P. S Shellard, General CMB and primordial bispectrum estimation: Mode expansion, map making, and measures of FNL, Physical Review D 82 (2010), no. 2, 023502.
[11] J. R. Fergusson and E. P. S. Shellard, Shape of primordial non-Gaussianity and the CMB bispectrum, Phys. Rev. D 80 (2009), 043510.
[12] I. S. Gradshteyn and I. M. Ryzhik, Table of integrals, series, and products, sixth ed., Academic Press Inc., San Diego, CA, 2000, Translated from the Russian, Translation edited and with a preface by Alan Je⁄rey and Daniel Zwillinger.
[13] M Ya Kelbert, N. N Leonenko, and M. D Ruiz-Medina, Fractional random elds associated with stochastic fractional heat equations, Advances in Applied Probability (2005), 108133.
[14] E. Komatsu, D. N Spergel, and B. D Wandelt, Measuring primordial non-Gaussianity in the cosmic microwave background, The Astrophysical Journal 634 (2005), no. 1, 14.
[15] Yu. V. Kozachenko and L. F. Kozachenko, Modeling gaussian isotropic random elds on a sphere, Journal of Mathematical Sciences 107 (2001), no. 2, 37513757.
[16] N. N Leonenko, Statistical analysis of random elds, vol. 28, Springer, 1989.
[17] N. N Leonenko and A Olenko, Tauberian and Abelian theorems for correlation function of a homogeneous isotropic random eld, Ukrainian Mathematical Journal 43 (1991), no. 12, 15391548.
[18] N. N. Leonenko and A. Olenko, Tauberian and Abelian theorems for long-range dependent random elds, Methodology and Computing in Applied Probability 15 (2013), no. 4, 715742.
[19] J. D. Louck, Springer handbook of atomic, molecular, and optical physics, angular momentum theory, Drake, (Ed.), Springer Science+Business Media, Inc., New York, 2006.
[20] C. Ma, Spatio-temporal covariance functions generated by mixtures, Mathematical geology 34 (2002), no. 8, 965975.
[21] P. Major, Multiple WienerIt integrals, Lecture Notes in Mathematics, vol. 849, SpringerVerlag, New York, 1981.
[22] J. M Nichols, C. C Olson, J. V Michalowicz, and F. Bucholtz, The bispectrum and bicoherence for quadratically nonlinear systems subject to non-Gaussian inputs, IEEE Transactions on Signal Processing 57 (2009), no. 10, 38793890.
[23] A. P. Prudnikov, Yu. A. Brychkov, and O. I. Marichev, Integrals and series. Vol. 2, Gordon & Breach Science Publishers, New York, 1986, Special functions, Translated from the Russian by N. M. Queen.
[24] E. M. Stein and G. Weiss, Introduction to Fourier analysis on Euclidean spaces, Princeton University Press, Princeton, N.J., 1971, Princeton Mathematical Series, No. 32.
[25] Gy. Terdik, Bilinear stochastic models and related problems of nonlinear time series analysis; a frequency domain approach, Lecture Notes in Statistics, vol. 142, Springer Verlag, New York, 1999.
[26] , Bispectrum for non-Gaussian homogenous and isotropic eld on the plane, Publicationes Mathematicae Debrecen 84 (2014), no. 1-2, 303318.
[27] Gy Terdik, Angular spectra for non-Gaussian isotropic elds, Braz. J. Probab. Stat. 29 (2015), no. 4, 833865.
[28] , Trispectrum and higher order spectra for non-Gaussian homogenous and isotropic eld on the plane, arXiv preprint arXiv:1307.4621 (2016).
[29] D. A. Varshalovich, A. N. Moskalev, and V. K. Khersonskii, Quantum theory of angular momentum, World Scientic Press, 1988.
[30] L. Wang and M. Kamionkowski, Cosmic microwave background bispectrum and ination, Physical Review D 61 (2000), no. 6, 063504.
[31] S. Weinberg, Cosmology, Oxford University Press, 2008.
[32] M. …I. Yadrenko, Spectral theory of random elds, Optimization Software Inc. Publications Division, New York, 1983, Translated from the Russian.
[33] A. M. Yaglom, Correlation theory of stationary related random functions,, vol. I, Springer-Verlag, New York, 1987.