Non-central limit theorems and convergence rates
Authors:
Vo Anh, Andriy Olenko and V. Vaskovych
Journal:
Theor. Probability and Math. Statist. 95 (2017), 3-15
MSC (2010):
Primary 60G60, 60F05, 60G12
DOI:
https://doi.org/10.1090/tpms/1019
Published electronically:
February 28, 2018
MathSciNet review:
3631641
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Additional Information
Abstract: This paper surveys some recent developments in non-central limit theorems for long-range dependent random processes and fields. We describe an increasing domain framework for asymptotic behavior of functionals of random processes and fields. Recent results on the rate of convergence to the Hermite-type distributions in non-central limit theorems are presented. The use of these results is demonstrated through an application to the case of Rosenblatt-type distributions.
References
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References
- V. Anh, N. Leonenko, and A. Olenko, On the rate of convergence to Rosenblatt-type distribution, J. Math. Anal. Appl. 425 (2015), no. 1, 111–132. MR 3299653
- V. Anh, N. Leonenko, A. Olenko, and V. Vaskovych, On the rate of convergence in non-central limit theorems. (submitted)
- S. Bai and M. S. Taqqu, Multivariate limit theorems in the context of long-range dependence, J. Time Ser. Anal. 34 (2013), no. 6, 717–743. MR 3127215
- N. H. Bingham, C. M. Goldie, and J. L. Teugels, Regular Variation, Cambridge University Press, Cambridge, 1987. MR 1015093
- J.-C. Breton, On the rate of convergence in non-central asymptotics of the Hermite variations of fractional Brownian sheet, Probab. Math. Stat. 31 (2011), no. 2, 301–311. MR 2853680
- R. L. Dobrushin, Gaussian and their subordinated self-similar random generalized fields, Ann. Probab. 7 (1979), no. 1, 1–28. MR 515810
- R. L. Dobrushin and P. Major, Non-central limit theorems for nonlinear functionals of Gaussian fields, Z. Wahrsch. Verw. Gebiete. 50 (1979), no. 1, 27–52. MR 550122
- P. Doukhan, G. Oppenheim, M. S. Taqqu (eds.), Long-Range Dependence: Theory and Applications, Birkhauser, Boston, 2003. MR 1957509
- L. Giraitis, Convergence of certain non-linear transformations of a Gaussian sequence to selfsimilar processes, Lithuanian Math. J. 23 (1983), 31–39. MR 705726
- L. Giraitis and D. Surgailis, CLT and other limit theorems for functionals of Gaussian processes, Z. Wahrsch. verw. Geb. 70 (1985), 191–212. MR 799146
- A. V. Ivanov and N. N. Leonenko, Statistical Analysis of Random Fields, Kluwer Academic Publishers, Dordrecht, 1989. MR 1009786
- A. V. Ivanov, N. Leonenko, M. D. Ruiz-Medina, and I. N. Savich, Limit theorems for weighted nonlinear transformations of Gaussian stationary processes with singular spectra, Ann. Probab. 41 (2013), no. 2, 1088–1114. MR 3077537
- J. Lamperti, Semi-stable stochastic processes, Trans. Amer. Math. Soc. 104 (1962), 62–78. MR 0138128
- N. N. Leonenko, Sharpness of the normal approximation of functionals of strongly correlated Gaussian random fields, Math. Notes. 43 (1988), no. 1–2, 161–171. MR 939529
- N. N. Leonenko, Limit Theorems for Random Fields with Singular Spectrum, Kluwer, Dordrecht, 1999. MR 1687092
- N. N. Leonenko and V. Anh, Rate of convergence to the Rosenblatt distribution for additive functionals of stochastic processes with long-range dependence, J. Appl. Math. Stochastic Anal. 14 (2001), no. 1, 27–46. MR 1825099
- N. Leonenko and A. Olenko, Sojourn measures of Student and Fisher–Snedecor random fields, Bernoulli 20 (2014) no. 3, 1454–1483. MR 3217450
- B. Mandelbrot and J. W. van Ness, Fractional Brownian motion, fractional noises and applications, SIAM Rev. 10 (1968), 422–437. MR 0242239
- D. Marinucci and G. Peccati, Random Fields on the Sphere. Representation. Limit Theorems and Cosmological Applications, Cambridge University Press, 2011. MR 2840154
- I. Nourdin and G. Peccati, Stein’s method on Wiener chaos, Probab. Theory Related Fields. 145 (2009) no. 1–2, 75–118. MR 2520122
- A. Olenko, Limit theorems for weighted functionals of cyclical long-memory random fields, Stochastic Analysis and Applications 31 (2013) no. 2, 199–213. MR 3021486
- G. Oppenheim, M. O. Haye, and M.-C. Viano, Long memory with seasonal effects, Stat. Inference Stoch. Process. 3 (2000), 53–68. MR 1819286
- M. Rosenblatt, Limit theorems for Fourier transforms of functional of Gaussian sequences, Z. Wahrsch. verw. Geb. 55 (1981), 123–132. MR 608012
- M. S. Taqqu, Weak convergence to fractional Brownian motion and to the Rosenblatt process, Z. Wahrsch. verw. Gebiete. 31 (1975), 287–302. MR 0400329
- M. S. Taqqu, Convergence of integrated processes of arbitrary Hermite rank, Z. Wahrsch. Verw. Gebiete. 50 (1979), 53–83. MR 550123
- M. S. Veillette and M. S. Taqqu, Properties and numerical evaluation of the Rosenblatt distribution, Bernoulli 19 (2013), no. 3, 982–1005. MR 3079303
- M. I. Yadrenko, Spectral Theory of Random Fields, Optimization Software Inc., New York, 1983. MR 697386
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Additional Information
Vo Anh
Affiliation:
School of Mathematical Sciences, Queensland University of Technology, Brisbane, Queensland, 4001, Australia
Email:
v.anh@qut.edu.au
Andriy Olenko
Affiliation:
Department of Mathematics and Statistics, La Trobe University, Melbourne, Victoria, 3086, Australia
Email:
a.olenko@latrobe.edu.au
V. Vaskovych
Affiliation:
Department of Mathematics and Statistics, La Trobe University, Melbourne, Victoria, 3086, Australia
Email:
vaskovych.v@students.latrobe.edu.au
Keywords:
Non-central limit theorems,
rate of convergence,
random field,
long-range dependence,
Rosenblatt-type distributions
Received by editor(s):
September 27, 2016
Published electronically:
February 28, 2018
Additional Notes:
The first author was supported in part under the Australian Research Council’s Discovery Projects funding scheme (project number DP160101366)
The second author was supported in part under the Australian Research Council’s Discovery Projects funding scheme (project number DP160101366) and by the La Trobe University DRP Grant in Mathematical and Computing Sciences
Dedicated:
This paper is dedicated to Professor N.N. Leonenko on the occasion of his 65th birthday
Article copyright:
© Copyright 2018
American Mathematical Society