scholarly journals Methodology of the Extreme Value Theory Application for Data Analysis

Author(s):  
Михайло Захарович Згуровський ◽  
Петро Іванович Бідюк ◽  
Світлана Віталіївна Трухан
2013 ◽  
Vol 10 (1) ◽  
Author(s):  
Helena Penalva ◽  
Manuela Neves

The statistical Extreme Value Theory has grown gradually from the beginning of the 20th century. Its unquestionable importance in applications was definitely recognized after Gumbel's book in 1958, Statistics of Extremes. Nowadays there is a wide number of applied sciences where extreme value statistics are largely used. So, accurately modeling extreme events has become more and more important and the analysis requires tools that must be simple to use but also should consider complex statistical models in order to produce valid inferences. To deal with accurate, friendly, free and open-source software is of great value for practitioners and researchers. This paper presents a review of the main steps for initializing a data analysis of extreme values in R environment. Some well documented packages are briefly described and two data sets will be considered for illustrating the use of some functions.


2003 ◽  
Vol 144 ◽  
pp. s190 ◽  
Author(s):  
J. Tressou ◽  
P. Bertail ◽  
A. Crepet ◽  
M. Feinberg ◽  
J.-Ch. Leblanc

2021 ◽  
Vol 9 (1) ◽  
pp. 179-198
Author(s):  
Cécile Mercadier ◽  
Paul Ressel

Abstract The paper investigates the Hoeffding–Sobol decomposition of homogeneous co-survival functions. For this class, the Choquet representation is transferred to the terms of the functional decomposition, and in addition to their individual variances, or to the superset combinations of those. The domain of integration in the resulting formulae is reduced in comparison with the already known expressions. When the function under study is the stable tail dependence function of a random vector, ranking these superset indices corresponds to clustering the components of the random vector with respect to their asymptotic dependence. Their Choquet representation is the main ingredient in deriving a sharp upper bound for the quantities involved in the tail dependograph, a graph in extreme value theory that summarizes asymptotic dependence.


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