Estimation of extreme percentiles in Birnbaum-Saunders distributions

被引:47
|
作者
Vilca, Filidor [2 ]
Santana, Lucia [2 ]
Leiva, Victor [1 ,3 ]
Balakrishnan, N. [4 ]
机构
[1] Univ Valparaiso, Dept Estadist, CIMFAV, Valparaiso, Chile
[2] Univ Estadual Campinas, Dept Estat, Sao Paulo, Brazil
[3] Univ Antofagasta, Dept Matemat, Antofagasta, Chile
[4] McMaster Univ, Dept Math & Stat, Hamilton, ON, Canada
基金
巴西圣保罗研究基金会;
关键词
EM and ECM algorithms; Monte Carlo simulations; Skew distributions; MAXIMUM-LIKELIHOOD; LIFE DISTRIBUTIONS; REGRESSION-MODELS; FAMILY;
D O I
10.1016/j.csda.2010.10.023
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
The Birnbaum-Saunders distribution has recently received considerable attention in the statistical literature, including some applications in the environmental sciences. Several authors have generalized this distribution, but these generalizations are still inadequate for predicting extreme percentiles. In this paper, we consider a variation of the Birnbaum-Saunders distribution, which enables the prediction of extreme percentiles as well as the implementation of the EM algorithm for maximum likelihood estimation of the distribution parameters. This implementation has some advantages over the direct maximization of the likelihood function. Finally, we present results of a simulation study along with an application to a real environmental data set. (C) 2010 Elsevier B.V. All rights reserved.
引用
收藏
页码:1665 / 1678
页数:14
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