Abstract
Define the incremental fractional Brownian field with parameter H ∈ (0, 1) by Z H (τ, s) = B H (s +τ)-B H (s), where B H (s) is a fractional Brownian motion with Hurst parameter H ∈ (0, 1). We firstly derive the exact tail asymptotics for the maximum \(M_H^* (T) = \max _{(\tau ,s) \in [a,b] \times [0,T]} Z_H (\tau ,s)/\tau ^H \) of the standardised fractional Brownian motion field, with any fixed 0 < a < b < ∞ and T > 0; and we, furthermore, extend the obtained result to the case that T is a positive random variable independent of {B H (s), s ⩾ 0}. As a by-product, we obtain the Gumbel limit law for M * H (T) as T → ∞.
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Arendarczyk M, Debicki K. Asymptotics of supremum distribution of a Gaussian process over a Weibullian time. Bernoulli, 2011, 17: 194–210
Arendarczyk M, Debicki K. Exact asymptotics of supremum of a stationary Gaussian process over a random interval. Statist Probab Lett, 2012, 82: 645–652
Berman S M. Limit theorems for the maximum term in stationary sequences. Ann Math Statist, 1964, 35: 502–516
Berman S M. Sojourns and extremes of Gaussian processes. Ann Probab, 1974, 2: 999–1026
Bingham N H, Goldie C M, Teugels J L. Regular Variation. Cambridge: Cambridge University Press, 1987
Chan H P, Lai T L. Maxima of asymptotically Gaussian random fields and moderate deviation approximations to boundary crossing probabilities of sums of random variables with multidimensional indices. Ann Probab, 2006, 34: 80–121
Cressie N. The asymptotic distribution of the scan statistic under uniformity. Ann Probab, 1980, 8: 828–840
Debicki K, Hashorva E, Ji L. Extremes of non-homogeneous Gaussian random fields. ArXiv:1405.2952, 2014
Debicki K, van Uitert M. Large buffer asymptotics for generalized processor sharing queues with Gaussian inputs. Queueing Syst, 2006, 54: 111–120
Debicki K, Zwart A P, Borst S C. The supremum of a Gaussian process over a random interval. Statist Probab Lett, 2004, 68: 221–234
Deheuvels P, Devroye L. Limit laws of Erdös-Rényi-Shepp type. Ann Probab, 1987, 15: 1363–1386
Dümbgen L, Spokoiny V G. Multiscale testing of qualitative hypotheses. Ann Statist, 2001, 29: 124–152
Hashorva E, Ji L, Piterbarg V I. On the supremum of gamma-reflected processes with fractional Brownian motion as input. Stochastic Process Appl, 2013, 123: 4111–4127
Hashorva E, Tan Z Q. Large deviations of Shepp statistics for fractional Brownian motion. Statist Probab Lett, 2013, 83: 2242–2247
Hüsler J, Piterbarg V I. Limit theorem for maximum of the storage process with fractional Brownian motion as input. Stochastic Process Appl, 2004, 114: 231–250
Kabluchko Z. Extreme-value analysis of standardized Gaussian increments. ArXiv:0706.1849, 2007
Kabluchko Z. Extremes of the standardized Gaussian noise. Stochastic Process Appl, 2011, 121: 515–533
Kabluchko Z, Munk A. Exact convergence rate for the maximum of standardized Gaussian increments. Electron Comm Probab, 2008, 13: 302–310
Kozlov A M. On large deviations for the Shepp statistic. Discrete Math Appl, 2004, 14: 211–216
Kozubowski T J, Meerschaert M M, Podgórski K. Fractional Laplace motion. Adv in Appl Probab, 2006, 38: 451–464
Leadbetter M R, Lindgren G, Rootzén H. Extremes and Related Properties of Random Sequences and Processes. New York: Springer, 1983
Mikhaleva T L, Piterbarg V I. On the distribution of the maximum of a Gaussian field with a constant variance on a smooth manifold. Theory Probab Appl, 1996, 41: 367–379
Palmowski Z, Zwart B. Tail asymptotics of the supremum of a regenerative process. J Appl Probab, 2007, 44: 349–365
Pickands J I. Asymptotic properties of the maximum in a stationary Gaussian process. Trans Amer Math Soc, 1969, 145: 75–86
Piterbarg V I. Asymptotic Methods in the Theory of Gaussian Processes and Fields. Providence: Amer Math Soc, 1996
Piterbarg V I. Large deviations of a storage process with fractional Brownian motion as input. Extremes, 2001, 4: 147–164
Piterbarg V I, Prisyazhnyuk V. Asymptotic behavior of the probability of a large excursion for a nonstationary Gaussian process. Theory Probab Math Statist, 1978, 18: 121–133
Révész P. On the increments of Wiener and related processes. Ann Probab, 1982, 10: 613–622
Shepp L A. Radon-Nykodym derivatives of Gaussian measures. Ann Math Statist, 1966, 37: 321–354
Shepp L A. First passage time for a particular Gaussian process. Ann Math Statist, 1971, 42: 946–951
Shklyaev A V. Large deviations of shepp statistics. Theory Probab Appl, 2011, 55: 722–729
Siegmund D, Venkatraman E S. Using the generalized likelihood ratio statistic for sequential detection of a changepoint. Ann Statist, 1995, 23: 255–271
Slepian D. First passage time for a particular Gaussian process. Ann Math Statist, 1961, 32: 610–612
Tan Z Q. Some limit results on supremum of Shepp statistics for fractional Brownian motion. Preprint, 2014
Tan Z Q, Hashorva E. Exact tail asymptotics of the supremum of strongly dependent Gaussian processes over a random interval. Lithuanian Math J, 2013, 53: 91–102
Tan Z Q, Hashorva E. Exact asymptotics and limit theorems for supremum of stationary χ-processes over a random interval. Stochastic Process Appl, 2013, 123: 2983–2998
Zeevi A J, Glynn P W. On the maximum workload of a queue fed by fractional Brownian motion. Ann Appl Probab, 2000, 10: 1084–1099
Zhang L X. Some liminf results on increments of fractional Brownian motion. Acta Math Hungar, 1996, 71: 215–240
Zhang L X, Lu C R, Wang Y H. On large increments of a two-parameter fractional Wiener process. Sci China Ser A, 2001, 44: 1115–1125
Zholud D. Extremes of Shepp statistics for the Wiener process. Extremes, 2008, 11: 339–351
Zholud D. Extremes of Shepp statistics for Gaussian random walk. Extremes, 2009, 12: 1–17
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Tan, Z., Yang, Y. Extremes of Shepp statistics for fractional Brownian motion. Sci. China Math. 58, 1779–1794 (2015). https://doi.org/10.1007/s11425-014-4945-5
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DOI: https://doi.org/10.1007/s11425-014-4945-5