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Piterbarg theorems for chi-processes with trend

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Abstract

Let \(\chi _{n}(t) = ({\sum }_{i=1}^{n} {X_{i}^{2}}(t))^{1/2},\ {t\ge 0}\) be a chi-process with n degrees of freedom where X i ’s are independent copies of some generic centered Gaussian process X. This paper derives the exact asymptotic behaviour of

$$ \mathbb{P}\left\{\sup\limits_{t\in[0,T]} \left(\chi_{n}(t)- {g(t)} \right) > u\right\} \;\; \text{as} \;\; u \rightarrow \infty, $$
(1)

where T is a given positive constant, and g(⋅) is some non-negative bounded measurable function. The case g(t)≡0 has been investigated in numerous contributions by V.I. Piterbarg. Our novel asymptotic results, for both stationary and non-stationary X, are referred to as Piterbarg theorems for chi-processes with trend.

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References

  • Adler, R.J., Taylor, J.E.: Random Fields and Geometry. Springer (2007)

  • Albin, J.M.P: On extremal theory for stationary processes. Ann. Probab. 18, 92–128 (1990)

    Article  MATH  MathSciNet  Google Scholar 

  • Albin, J.M.P: On extremal theory for self-similar processes. Ann. Probab. 26, 743–793 (1998)

    Article  MATH  MathSciNet  Google Scholar 

  • Albin, J.M.P., Jarušková, D: On a test statistic for linear trend. Extremes 6, 247–258 (2003)

    Article  MATH  MathSciNet  Google Scholar 

  • Aronowich, M., Adler, R. J.: Behaviour of χ 2 processes at extrema. Adv. Appl. Probab. 17, 280–297 (1985)

    Article  MATH  MathSciNet  Google Scholar 

  • Belyaev, Yu. K., Nosko, V.P.: Characteristics of exursions above a high level for a Gaussian process and its envelope. Theory Probab. Appl. 13, 298–302 (1969)

    Google Scholar 

  • Berman, M.S.: Sojourns and Extremes of Stochastic Processes. Wadsworth and Brooks/ Cole, Boston (1992)

    MATH  Google Scholar 

  • Bojdecki, T., Gorostiza, L., Talarczyk, A.: Sub-fractional Brownian motion and its relation to occupation times. Stat. Probab. Lett. 69, 405–419 (2004)

    Article  MATH  MathSciNet  Google Scholar 

  • Dȩbicki, K.: Ruin probability for Gaussian integrated processes. Stoch. Proc. Appl. 98, 151–174 (2002)

    Article  MathSciNet  Google Scholar 

  • Dȩbicki, K., Hashorva, E., Ji, L.: Tail asymptotics of supremum of certain Gaussian processes over threshold dependent random intervals. Extremes. in press 2014

  • Dȩbicki, K., Kosiński, M.K: On the infimum attained by the reflected fractional Brownian motion. Extremes. in press (2014)

  • Dȩbicki, K., Sikora, G.: Finite time asymptotics of fluid and ruin models: multiplexed fractional Brownian motions case. Applicationes Mathematicae 38, 107–116 (2011)

    Article  MathSciNet  Google Scholar 

  • Dȩbicki, K., Tabiś, K.: Extremes of time-average stationary Gaussian processes. Stoch. Proc. Appl. 121, 2049–2063 (2011)

    Article  Google Scholar 

  • Dieker, A.B., Yakir, B.: On asymptotic constants in the theory of Gaussian processes. Bernoulli. to appear (2014)

  • Falk, M., Hüsler, J., Reiss, R.D.: Laws of Small Numbers: Extremes and Rare Events, 2nd edn.. DMV Seminar vol. 23. Basel, Birkhäuser (2010)

    Google Scholar 

  • Hashorva, E., Kabluchko, Z., Wübker, A.: Extremes of independent chi-square random vectors. Extremes 15, 35–42 (2012)

    Article  MathSciNet  Google Scholar 

  • Houdré, C., Villa, J.: An example of infinite dimensional quasi-helix. Contemp. Math. Am. Math. Soc. 336, 195–201 (2003)

    Article  Google Scholar 

  • Jarušková, D.: Asymptotic behaviour of a test statistic for detection of change in mean of vectors. J. Stat. Plan. Inf. 140, 616–625 (2010)

    Article  MATH  Google Scholar 

  • Jarušková, D., Piterbarg, V.I.: Log-likelihood ratio test for detecting transient change. Stat. Probab. Lett. 81, 552–559 (2011)

    Article  MATH  Google Scholar 

  • Kabluchko, Z.: Extremes of independent Gaussian processes. Extremes 14, 285–310 (2011)

    Article  MathSciNet  Google Scholar 

  • Kozachenko, Y., Moklyachuk, O.: Large deviation probabilities for square-Gaussian stochastic processes. Extremes 2, 269–293 (1999)

    Article  MATH  MathSciNet  Google Scholar 

  • Lindgren, G.: Extreme values and crossings for the χ 2-process and other functions of multidimensional Gaussian proceses with reliability applications. Adv. Appl. Probab. 12, 746–774 (1980a)

    Article  MATH  MathSciNet  Google Scholar 

  • Lindgren, G.: Point processes of exits by bivariate Gaussian processes and extremal theory for the χ 2-process and its concominats. J. Multivar. Anal. 10, 181–206 (1980b)

    Article  MATH  MathSciNet  Google Scholar 

  • Lindgren, G.: Slepian models for χ 2-process with dependent components with application to envelope upcrossings. J. Appl. Probab. 26, 36–49 (1989)

    Article  MATH  MathSciNet  Google Scholar 

  • Michna, Z.: Remarks on Pickands theorem. Preprint, Available at http://arxiv.org/abs/0904.3832 (2009)

  • Pickands III, J.: Upcrossing probabilities for stationary Gaussian processes. Trans. Amer. Math. Soc. 145, 51–73 (1969a)

    Article  MATH  MathSciNet  Google Scholar 

  • Pickands III, J.: Asymptotic properties of the maximum in a stationary Gaussian process. Trans. Amer. Math. Soc. 145, 75–86 (1969b)

    MATH  Google Scholar 

  • Piterbarg, V.I: On the paper by J. Pickands. Upcrosssing probabilities for stationary Gaussian processes. Vestnik Moscow. Univ. Ser. I Mat. Mekh. 27, 25–30 (1972). English transl. in Moscow Univ. Math. Bull. 27 (1972)

    MATH  MathSciNet  Google Scholar 

  • Piterbarg, V.I.: High deviations for multidimensional stationary Gaussian processes with independent components. In: Zolotarev, V.M. (ed.) Stability Problems for Stochastic Models, pp. 197–210 (1994a)

  • Piterbarg, V.I.: High excursions for nonstationary generalized chi-square processes. Stoch. Proc. Appl. 53, 307–337 (1994b)

    Article  MATH  MathSciNet  Google Scholar 

  • Piterbarg, V.I.: Asymptotic Methods in the Theory of Gaussian Processes and Fields. In: Transl. Math. Monographs, vol. 148. AMS, Providence (1996)

    Google Scholar 

  • Piterbarg, V.I.: Large deviations of a storage process with fractional Browanian motion as input. Extremes 4, 147–164 (2001)

    Article  MATH  MathSciNet  Google Scholar 

  • Piterbarg, V.I., Prisyazhnyuk, V.: Asymptotic behavior of the probability of a large excursion for a nonstationary Gaussian processes. Teor. Veroyatnost. i Mat. Stat. 18, 121–133 (1978)

    Google Scholar 

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Correspondence to Lanpeng Ji.

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Hashorva, E., Ji, L. Piterbarg theorems for chi-processes with trend. Extremes 18, 37–64 (2015). https://doi.org/10.1007/s10687-014-0201-1

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