Abstract
Exact asymptotic behavior is given for high excursion probabilities of Gaussian processes in discrete time as the corresponding lattice pitch unboundedly decreases. The proximity of the asymptotic behavior to that in continuous time is discussed. Examples are given related to fractional Brownian motion and the corresponding ruin problem.
Similar content being viewed by others
References
K. Borovkov, Y. Mishura, A. Novikov, and M. Zhitlukhin, “Bounds for expected maxima of Gaussian processes and their discrete approximations,” Stoch. Int. J. Probab. Stoch. Process, 89, No. 1, 21–37 (2017).
Ch. Bayer, P. Friz, and J. Gatheral, “Pricing under rough volatility,” Quantitative Finance, 16, No. 6, 887–904 (2016).
J. Hüsler and V. Piterbarg, “Extremes of a certain class of Gaussian processes,” Stoch. Processes Their Appl., 83, 257–271 (1999).
V. Makogin, “Simulation paradoxes related to a fractional Brownian motion with small Hurst index,” Mod. Stoch. Theory Appl., 3, 181–190 (2016).
V. I. Piterbarg, “Discrete and continuous time extremes of Gaussian processes,” Extremes, 7, No. 2, 161–177 (2004).
V. I. Piterbarg, Asymptotic Methods in Theory of Gaussian Random Processes and Fields, Transl. Math. Monogr., Vol. 148, Amer. Math. Soc., Providence (2012).
V. I. Piterbarg, Twenty Lectures on Gaussian Processes, Atlantic Financial Press, London (2015).
V. I. Piterbarg and V. P. Prisyazhnuk, “Asymptotic behavior of the probability of a large excursion for a nonstationary Gaussian process,” Theory Probab. Math. Stat., 18, 121–133 (1978).
Author information
Authors and Affiliations
Corresponding author
Additional information
Translated from Fundamentalnaya i Prikladnaya Matematika, Vol. 22, No. 2, pp. 159–169, 2018.
Rights and permissions
About this article
Cite this article
Kozik, I.A., Piterbarg, V.I. High Excursions of Gaussian Nonstationary Processes in Discrete Time. J Math Sci 253, 867–874 (2021). https://doi.org/10.1007/s10958-021-05276-8
Published:
Issue Date:
DOI: https://doi.org/10.1007/s10958-021-05276-8