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On kernel estimation of the second order rate parameter in multivariate extreme value statistics

Authors: Goegebeur, Yuri; Guillou, Armelle; Qin, Jing;

On kernel estimation of the second order rate parameter in multivariate extreme value statistics

Abstract

We introduce a flexible class of kernel type estimators of a second order parameter appearing in the multivariate extreme value framework. Such an estimator is crucial in order to construct asymptotically unbiased estimators of dependence measures, as e.g. the stable tail dependence function. We establish the asymptotic properties of this class of estimators under suitable assumptions. The behaviour of some examples of kernel estimators is illustrated by a simulation study in which they are also compared with a benchmark estimator of a second order parameter recently introduced in the literature.

Countries
Denmark, France
Keywords

Second order parameter, Statistics of extreme values; tail inference, Density estimation, multivariate extreme value statistics, Asymptotic properties of nonparametric inference, Stable tail dependence function, stable tail dependence function, second order parameter, Multivariate extreme value statistics, [MATH.MATH-ST] Mathematics [math]/Statistics [math.ST]

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
1
Average
Average
Average
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bronze
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