Informatics and Applications
December 2013, Volume 7, Issue 4, pp 11-19
A LIMIT THEOREM FOR GEOMETRIC SUMS OF INDEPENDENT NONIDENTICALLY DISTRIBUTED RANDOM VARIABLES
AND ITS APPLICATION TO THE PREDICTION OF THE PROBABILITIES OF CATASTROPHES
IN NONHOMOGENEOUS FLOWS OF EXTREMAL EVENTS
- M. E. Grigor’eva
- V. Yu. Korolev
- I.A. Sokolov
Abstract
The problem of prediction of the probabilities of catastrophes in nonhomogeneous flows of extremal
events is considered. The paper develops and generalizes some methods proposed by the authors in their previous
works. The flow of extremal events is considered as amarked point stochastic processwith not necessarily identically
distributed intervals between points (events). The proposed generalizations are based on limit theorems for geometric
sums of independent not necessarily identically distributed random variables and the Balkema–Pickands–De
Haan theory. Within the framework of the construction under consideration, the Weibull–Gnedenko distribution
appears as a limit law for geometric sums of independent not necessarily identically distributed random variables.
The efficiency of the proposedmethods is illustrated by the example of their application to the problemof prediction
the time of the impact of the Earth with a potentially dangerous asteroid based on the data of the IAU(International
Astronomical Union)Minor Planet Center.
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[+] About this article
Title
A LIMIT THEOREM FOR GEOMETRIC SUMS OF INDEPENDENT NONIDENTICALLY DISTRIBUTED RANDOM VARIABLES
AND ITS APPLICATION TO THE PREDICTION OF THE PROBABILITIES OF CATASTROPHES
IN NONHOMOGENEOUS FLOWS OF EXTREMAL EVENTS
Journal
Informatics and Applications
December 2013, Volume 7, Issue 4, pp 11-19
Cover Date
2013-12-31
DOI
10.14357/19922264130402
Print ISSN
1992-2264
Publisher
Institute of Informatics Problems, Russian Academy of Sciences
Additional Links
Key words
catastrophe; extremal event; random sum; geometric sum; law of large numbers; Weibull–Gnedenko
distribution; Balkema–Pickands–De Haan theorem; generalized Pareto distribution
Authors
M. E. Grigor’eva , V. Yu. Korolev , and I.A. Sokolov
Author Affiliations
Parexel International, Moscow, Russia
Faculty of Computational Mathematics and Cybernetics, M.V. Lomonosov Moscow State University; Institute
of Informatics Problems, Russian Academy of Sciences, Moscow, Russia
Institute of Informatics Problems, Russian Academy of Sciences, Moscow, Russia
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