Extremes for shot noise processes with heavy tailed amplitudes

Extremes for shot noise processes with heavy tailed amplitudes

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Article ID: iaor1999482
Country: United Kingdom
Volume: 34
Issue: 3
Start Page Number: 643
End Page Number: 656
Publication Date: Sep 1997
Journal: Journal of Applied Probability
Authors:
Abstract:

Extreme value results for a class of shot noise processes with heavy tailed amplitudes are considered. For a process of the form, X(t) = ∑τk≦t Akh(t – τk), where {τk} are the points of a renewal process and {Ak} are independent, identically distributed with density function having a regularly varying tail, the limiting behavior of the maximum is determined. The extremal index is computed and any value in (0,1) is possible. Two-dimensional point processes of the form j δj/n,un(X(τj)) are shown to converge to a compound Poisson point process limit. As a corollary to this result, the joint limiting distribution of high local maxima is obtained.

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