We extend Hill's well-known estimator for the index of a distribution function with regularly varying tail to an estimate for the index of an extreme-value distribution. Consistency and asymptotic normality are proved. The estimator is used for high quantile and endpoint estimation.
@article{1176347397,
author = {Dekkers, A. L. M. and Einmahl, J. H. J. and Haan, L. De},
title = {A Moment Estimator for the Index of an Extreme-Value Distribution},
journal = {Ann. Statist.},
volume = {17},
number = {1},
year = {1989},
pages = { 1833-1855},
language = {en},
url = {http://dml.mathdoc.fr/item/1176347397}
}
Dekkers, A. L. M.; Einmahl, J. H. J.; Haan, L. De. A Moment Estimator for the Index of an Extreme-Value Distribution. Ann. Statist., Tome 17 (1989) no. 1, pp. 1833-1855. http://gdmltest.u-ga.fr/item/1176347397/