An overview and open research topics in statistics of univariate extremes

J Beirlant, F Caeiro, MI Gomes - REVSTAT-Statistical Journal, 2012 - revstat.ine.pt
This review paper focuses on statistical issues arising in modeling univariate extremes of a
random sample. In the last three decades there has been a shift from the area of parametric …

[图书][B] Heavy-tail phenomena: probabilistic and statistical modeling

SI Resnick - 2007 - books.google.com
This comprehensive text gives an interesting and useful blend of the mathematical,
probabilistic and statistical tools used in heavy-tail analysis. Heavy tails are characteristic of …

A review of more than one hundred Pareto-tail index estimators

I Fedotenkov - Statistica, 2020 - rivista-statistica.unibo.it
Heavy-tailed distributions are often encountered in economics, finance, biology,
telecommunications, geology, etc. The heaviness of a tail is measured by a tail index …

Direct reduction of bias of the classical Hill estimator

F Caeiro, MI Gomes, D Pestana - REVSTAT-Statistical Journal, 2005 - revstat.ine.pt
In this paper we are interested in an adequate estimation of the dominant component of the
bias of Hill's estimator of a positive tail index γ, in order to remove it from the classical Hill …

“Asymptotically unbiased” estimators of the tail index based on external estimation of the second order parameter

MI Gomesa, MJ Martins - Extremes, 2002 - Springer
In this paper we shall deal with the asymptotic and finite sample properties of “asymptotically
unbiased” estimators of the tail index γ, based on “external” adequate estimators of the …

Tail index estimation for heavy-tailed models: accommodation of bias in weighted log-excesses

M Ivette Gomes, L De Haan… - Journal of the Royal …, 2008 - academic.oup.com
We are interested in the derivation of the distributional properties of a weighted log-
excesses estimator of a positive tail index γ. One of the main objectives of such an estimator …

Reduced-bias tail index estimators under a third-order framework

F Caeiro, MI Gomes, LH Rodrigues - Communications in Statistics …, 2009 - Taylor & Francis
In this article, we are interested in the comparison, under a third-order framework, of classes
of second-order, reduced-bias tail index estimators, giving particular emphasis to minimum …

Improved reduced-bias tail index and quantile estimators

J Beirlant, F Figueiredo, MI Gomes… - Journal of Statistical …, 2008 - Elsevier
In this paper, we deal with bias reduction techniques for heavy tails, trying to improve mainly
upon the performance of classical high quantile estimators. High quantiles depend strongly …

A simple second-order reduced bias' tail index estimator

M Ivette Gomes, D Pestana - Journal of statistical computation and …, 2007 - Taylor & Francis
In this article, we are interested in the direct estimation of the dominant component of the
bias of a classical tail index estimator, such as the Hill estimator, used here for illustration of …

Bias reduction in risk modelling: semi-parametric quantile estimation

MI Gomes, F Figueiredo - Test, 2006 - Springer
Abstract In Statistics of Extremes we are mainly interested in the estimation of quantities
related to extreme events. In many areas of application, like for instance Insurance …