TY - JOUR
T1 - Asymptotically unbiased estimation of the coefficient of tail dependence
AU - Goegebeur, Yuri
AU - Guillou, Armelle
PY - 2013
Y1 - 2013
N2 - We introduce and study a class of weighted functional estimators for the coefficient of tail dependence in bivariate extreme value statistics. Asymptotic normality of these estimators is established under a second-order condition on the joint tail behaviour, some conditions on the weight function and for appropriately chosen sequences of intermediate order statistics. Asymptotically unbiased estimators are constructed by judiciously chosen linear combinations of weighted functional estimators, and variance optimality within this class of asymptotically unbiased estimators is discussed. The finite sample performance of some specific examples from our class of estimators and some alternatives from the recent literature are evaluated with a small simulation experiment.
AB - We introduce and study a class of weighted functional estimators for the coefficient of tail dependence in bivariate extreme value statistics. Asymptotic normality of these estimators is established under a second-order condition on the joint tail behaviour, some conditions on the weight function and for appropriately chosen sequences of intermediate order statistics. Asymptotically unbiased estimators are constructed by judiciously chosen linear combinations of weighted functional estimators, and variance optimality within this class of asymptotically unbiased estimators is discussed. The finite sample performance of some specific examples from our class of estimators and some alternatives from the recent literature are evaluated with a small simulation experiment.
KW - Bias-correction
KW - Coefficient of tail dependence
KW - Multivariate extremes
KW - Second-order condition
U2 - 10.1111/j.1467-9469.2012.00800.x
DO - 10.1111/j.1467-9469.2012.00800.x
M3 - Journal article
SN - 0303-6898
VL - 40
SP - 174
EP - 189
JO - Scandinavian Journal of Statistics
JF - Scandinavian Journal of Statistics
ER -