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Principle Seminar of the Department of Probability Theory, Moscow State University
November 23, 2011 16:45, Moscow, MSU, auditorium 16-24
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Limit theorems for geometrical characteristics of Gaussian excursion sets
A. P. Shashkin M. V. Lomonosov Moscow State University, Faculty of Mechanics and Mathematics
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Abstract:
Excursion sets of stationary random fields have attracted much
attention in recent years. They have been applied to modeling complex geometrical structures in tomography, astrophysics and hydrodynamics.
Given a random field (observed in some bounded window) and a specified level, it is natural to consider geometrical
properties of the generated excursion set. Main examples of functionals studied include the volume, the surface area and the Euler characteristics.
Starting from the classical Rice formula (1945), many results concerning calculation of moments of these geometrical functionals
have been proven. There are much less results concerning the asymptotic behavior (since the observation window size grows to
infinity in some sense), as random variables considered here depend non-smoothly on the realizations of the random field. Important
results here are due to H.Cram${\rm\acute{e}}$r, Yu.K.Belyaev, V.I.Piterbarg, T.Slud, M.Kratz and other scientists. In the talk we discuss
several recent achievements in this domain, concentrating on asymptotic normality and functional central limit theorems.
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