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Exact Uniform Modulus of Continuity and Chung’s LIL for the Generalized Fractional Brownian Motion

Author

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  • Ran Wang

    (Wuhan University)

  • Yimin Xiao

    (Michigan State University)

Abstract

The generalized fractional Brownian motion (GFBM) $$X:=\{X(t)\}_{t\ge 0}$$ X : = { X ( t ) } t ≥ 0 with parameters $$\gamma \in [0, 1)$$ γ ∈ [ 0 , 1 ) and $$\alpha \in \left( -\frac{1}{2}+\frac{\gamma }{2}, \, \frac{1}{2}+\frac{\gamma }{2} \right) $$ α ∈ - 1 2 + γ 2 , 1 2 + γ 2 is a centered Gaussian H-self-similar process introduced by Pang and Taqqu (2019) as the scaling limit of power-law shot noise processes, where $$H = \alpha -\frac{\gamma }{2}+\frac{1}{2} \in (0,1)$$ H = α - γ 2 + 1 2 ∈ ( 0 , 1 ) . When $$\gamma = 0$$ γ = 0 , X is the ordinary fractional Brownian motion. When $$\gamma \in (0, 1)$$ γ ∈ ( 0 , 1 ) , GFBM X does not have stationary increments, and its sample path properties such as Hölder continuity, path differentiability/non-differentiability, and the functional law of the iterated logarithm (LIL) have been investigated recently by Ichiba et al. (J Theoret Probab 10.1007/s10959-020-01066-1, 2021). They mainly focused on sample path properties that are described in terms of the self-similarity index H (e.g., LILs at infinity or at the origin). In this paper, we further study the sample path properties of GFBM X and establish the exact uniform modulus of continuity, small ball probabilities, and Chung’s laws of iterated logarithm at any fixed point $$t > 0$$ t > 0 . Our results show that the local regularity properties away from the origin and fractal properties of GFBM X are determined by the index $$\alpha +\frac{1}{2}$$ α + 1 2 instead of the self-similarity index H. This is in contrast with the properties of ordinary fractional Brownian motion whose local and asymptotic properties are determined by the single index H.

Suggested Citation

  • Ran Wang & Yimin Xiao, 2022. "Exact Uniform Modulus of Continuity and Chung’s LIL for the Generalized Fractional Brownian Motion," Journal of Theoretical Probability, Springer, vol. 35(4), pages 2442-2479, December.
  • Handle: RePEc:spr:jotpro:v:35:y:2022:i:4:d:10.1007_s10959-021-01148-8
    DOI: 10.1007/s10959-021-01148-8
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    References listed on IDEAS

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    1. Kenneth J. Falconer, 2002. "Tangent Fields and the Local Structure of Random Fields," Journal of Theoretical Probability, Springer, vol. 15(3), pages 731-750, July.
    2. Bardet, Jean-Marc & Surgailis, Donatas, 2013. "Nonparametric estimation of the local Hurst function of multifractional Gaussian processes," Stochastic Processes and their Applications, Elsevier, vol. 123(3), pages 1004-1045.
    3. Pipiras,Vladas & Taqqu,Murad S., 2017. "Long-Range Dependence and Self-Similarity," Cambridge Books, Cambridge University Press, number 9781107039469.
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