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Generalized Kernel Estimators for the Weibull-Tail Coefficient.

Authors :
Goegebeur, Yuri
Beirlant, Jan
De Wet, Tertius
Source :
Communications in Statistics: Theory & Methods. Dec2010, Vol. 39 Issue 20, p3695-3716. 22p. 11 Graphs.
Publication Year :
2010

Abstract

We introduce new families of estimators for the Weibull-tail coefficient, obtained from a weighted sum of a power transformation of excesses over a high random threshold. Asymptotic normality of the estimators is proven for an intermediate sequence of upper order statistics, and under classical regularity conditions for L-statistics and a second-order condition on the tail behavior of the underlying distribution. The small sample performance of two specific examples of kernel functions is evaluated in a simulation study. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
03610926
Volume :
39
Issue :
20
Database :
Academic Search Index
Journal :
Communications in Statistics: Theory & Methods
Publication Type :
Academic Journal
Accession number :
53921511
Full Text :
https://doi.org/10.1080/03610920903324882