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Tauberian and Abelian Theorems for Long-range Dependent Random Fields

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Abstract

This paper surveys Abelian and Tauberian theorems for long-range dependent random fields. We describe a framework for asymptotic behaviour of covariance functions or variances of averaged functionals of random fields at infinity and spectral densities at zero. The use of the theorems and their limitations are demonstrated through applications to some new and less-known examples of covariance functions of long-range dependent random fields.

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References

  • Anderson DN (1992) A multivariate Linnik distribution. Stat Probab Lett 14:333–336

    Article  MATH  Google Scholar 

  • Andrews GE, Askey R, Roy R (1999) Special functions. Cambridge University Press, Cambridge

    Book  MATH  Google Scholar 

  • Beran J, Ghosh S, Schell D (2009) On least squares estimation for long-memory lattice processes. J Multivar Anal 100:2178–2194

    Article  MathSciNet  MATH  Google Scholar 

  • Bingham NH (1972) A Tauberian theorem for integral transforms of Hankel type. J Lond Math Soc 5:493–503

    Article  MathSciNet  MATH  Google Scholar 

  • Bingham NH, Inoue A (1997) An Abel–Tauber theorem for Hankel transforms. In: Kono N, Shieh NR (eds) Trends in probability and related analysis. World Scientific, River Edge, pp 83–90

    Google Scholar 

  • Bingham NH, Inoue A (1997) The Drasin–Shea–Jordan theorem for Fourier and Hankel transforms. Q J Math Oxf Ser 48(2):279–307

    Article  MathSciNet  MATH  Google Scholar 

  • Bingham NH, Inoue A (1999) Ratio Mercerian theorems with applications to Hankel and Fourier transforms. Proc Lond Math Soc 79:626–648

    Article  MathSciNet  MATH  Google Scholar 

  • Bingham NH, Inoue A (2000) Tauberian and Mercerian theorems for systems of kernels. J Math Anal Appl 252:177–197

    Article  MathSciNet  MATH  Google Scholar 

  • Bingham NH, Inoue A (2000) Extension of the Drasin–Shea–Jordan theorem. J Math Soc Jpn 52:545–559

    Article  MathSciNet  MATH  Google Scholar 

  • Bingham NH (2008) Tauberian theorems and large deviations. Stochastica 80:143–149

    MathSciNet  MATH  Google Scholar 

  • Bingham NH, Goldie CM, Teugels JL (1989) Regular variation. Cambridge University Press, Cambridge

    MATH  Google Scholar 

  • Bochner S (1933) Monotone funktionen, Stieltjessche integrale und harmonische analyse. Math Ann 108:378–410

    Article  MathSciNet  Google Scholar 

  • Donoghue WJ (1969) Distributions and Fourier transforms. Academic Press, New York

    MATH  Google Scholar 

  • Doukhan P, León JR, Soulier P (1996) Central and non-central limit theorems for quadratic forms of a strongly dependent Gaussian field. Braz J Probab Stat 10:205–223

    MATH  Google Scholar 

  • Doukhan P, Oppenheim G, Taqqu MS (eds) (2003) Long-range dependence: theory and applications. Birkhauser, Boston

    Google Scholar 

  • Erdogan MB, Ostrovskii IV (1998) Analytic and asymptotic properties of generalized Linnik probability densities. J Math Anal Appl 217:555–578

    Article  MathSciNet  MATH  Google Scholar 

  • Fang KT, Kotz S, Ng K (1990) Symmetric multivariate and related distributions. Chapman & Hall, London

    Book  MATH  Google Scholar 

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

    Article  MathSciNet  MATH  Google Scholar 

  • Halidov IA (1978) Some problems of the theory of correlation functions. Vestnik Leningr Univ Mat Meh Astron 3:63–68

    MathSciNet  Google Scholar 

  • Inoue A, Kikuchi H (1999) Abel–Tauber theorems for Hankel and Fourier transforms and a problem of Boas. Hokkaido Math J 28:577–596

    Article  MathSciNet  MATH  Google Scholar 

  • Klykavka B (2011) Tauberian theorems for random fields with singularity in spectrum. Dissertation, Kyiv University

  • Laue G (1987) Tauberian and Abelian theorems for characteristic functions. Theory Probab Math Stat 37:78–92

    MathSciNet  MATH  Google Scholar 

  • Lavancier F (2005) Les champs aléatoires á longue mémoire. Dissertation, Université de Lille

  • Lavancier F (2006) Long memory random fields. In: Bertail P, Doukhan P, Soulier P (eds) Dependence in probability and statistics. Springer, New York, pp 195–220

    Chapter  Google Scholar 

  • Lavancier F (2007) Invariance principles for non-isotropic long memory random fields. Stat Inference Stoch Process 10:255–282

    Article  MathSciNet  MATH  Google Scholar 

  • Lavancier F (2008) The V/S test of long-range dependence in random fields. Electron J Statist 2:1373–1390

    Article  MathSciNet  MATH  Google Scholar 

  • Leonenko NN (1999) Limit theorems for random fields with singular spectrum. Kluwer Academic, Dordrecht

    Book  MATH  Google Scholar 

  • Leonenko NN, Ivanov AV (1989) Statistical analysis of random fields. Kluwer Academic, Dordrecht

    MATH  Google Scholar 

  • Leonenko NN, Olenko A (1991) Tauberian and Abelian theorems for correlation functions of homogeneous isotropic random field. Ukr Math J 43:1652–1664

    MathSciNet  Google Scholar 

  • Leonenko NN, Olenko A (1993) Tauberian theorems for correlation functions and limit theorems for spherical averages of random fields. Random Oper Stoch Equ 1:57–67

    MathSciNet  MATH  Google Scholar 

  • Lim SC, Teo LP (2010) Analytic and asymptotic properties of multivariate generalized Linnik’s probability densities. J Fourier Anal Appl 16:715–747

    Article  MathSciNet  MATH  Google Scholar 

  • Linnik JuV (1953) Linear forms and statistical criteria, I, II. Ukr Math J 5:207–290

    MathSciNet  MATH  Google Scholar 

  • Olenko A (1991) Some problems in correlation and spectral theory of random fields. Dissertation, Kyiv University

  • Olenko A (1996) Tauberian and Abelian theorems for strongly dependent random fields. Ukr Math J 48:368–383

    MathSciNet  Google Scholar 

  • Olenko A (2005) Tauberian theorems for random fields with the OR asymptotics I. Theory Probab Math Stat 73:120–133

    MATH  Google Scholar 

  • Olenko A (2006) Tauberian theorems for random fields with OR asymptotics II. Theory Probab Math Stat 74:81–97

    MATH  Google Scholar 

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

    MathSciNet  MATH  Google Scholar 

  • Pitman EJG (1968) On the behaviour of the characteristic function of a probability distribution in the neighborhood of the origin. J Aust Math Soc 8:423–443

    Article  MathSciNet  MATH  Google Scholar 

  • Schoenberg J (1938) Metric spaces and completely monotone functions. Ann Math 39:811–841

    Article  MathSciNet  Google Scholar 

  • Seneta E (1976) Regularly varying functions. Springer, Berlin

    Book  MATH  Google Scholar 

  • Soni K, Soni RP (1974) A Tauberian theorem related to the modified Hankel transform. Bull Aust Math Soc 11:167–180

    Article  MathSciNet  MATH  Google Scholar 

  • Soni K, Soni RP (1975) Slowly varying functions and asymptotic behaviour of a class of integral transforms, III. J Math Anal Appl 33:23–34

    MathSciNet  Google Scholar 

  • Yadrenko MI (1983) Spectral theory of random fields. Optimization Software Inc, New York

    MATH  Google Scholar 

  • Yaglom AM (1957) Some classes of random fields in n-dimensional space, related to stationary random processes. Theory Probab Appl 2:273–320

    Article  MathSciNet  Google Scholar 

  • Yakimiv AL (2005) Probabilistic applications of Tauberian theorems. VSP, Leiden

    Book  MATH  Google Scholar 

  • Wainger S (1965) Special trigonometric series in k-dimensions. AMS, Providence

    Google Scholar 

  • Wolfe SJ (1973) On the local behavior of characteristic functions. Ann Probab 1:862–866

    Article  MathSciNet  MATH  Google Scholar 

Download references

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Correspondence to Andriy Olenko.

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Leonenko, N., Olenko, A. Tauberian and Abelian Theorems for Long-range Dependent Random Fields. Methodol Comput Appl Probab 15, 715–742 (2013). https://doi.org/10.1007/s11009-012-9276-9

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  • DOI: https://doi.org/10.1007/s11009-012-9276-9

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