Existence and consistency of the maximum likelihood estimator for the extreme value index

被引:36
作者
Zhou, Chen [1 ]
机构
[1] Erasmus Univ, Rotterdam, Netherlands
关键词
Consistency; Extreme value condition; Extreme value index; Maximum likelihood estimator; DISTRIBUTIONS; INFERENCE;
D O I
10.1016/j.jmva.2008.08.009
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
The paper is about the asymptotic properties of the maximum likelihood estimator for the extreme value index. Under the second order condition. Drees et al. [H. Drees, A. Ferreira, L. de Haan, On maximum likelihood estimation of the extreme value index, Ann. Appl. Probab. 14 (2004) 1179-1201] proved asymptotic normality for any solution of the likelihood equations (with shape parameter gamma > - 1/2) that is not too far off the real value. But they did not prove that there is a solution of the equations satisfying the restrictions. In this paper, the existence is proved, even for gamma > - 1. The proof just uses the domain of attraction condition (first order condition), not the second order condition. It is also proved that the estimator is consistent. When the second order condition is valid, following the current proof, the existence of a solution satisfying the restrictions in the above-cited reference is a direct consequence. (C) 2008 Elsevier Inc. All rights reserved.
引用
收藏
页码:794 / 815
页数:22
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