A simple estimator for the shape parameter of the Pareto distribution with economics and medical applications

被引:12
|
作者
Ismaïl, S [1 ]
机构
[1] Cairo Univ, Fac Econ, Cairo, Egypt
关键词
Pareto; grouped data; hazard rate; income elasticity;
D O I
10.1080/0266476032000148911
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
In the present paper, an estimator of the shape parameter of the Pareto failure model is presented using grouped data. This estimator is based on obtaining the parameter in terms of the hazard rate, then replacing the unknown hazard rate by a grouped data estimator available in the literature. Death records are given as a numerical illustration in the medical context. The relation between the hazard rate and the income elasticity is derived. This relation allows the presentation of the same estimator in terms of the income elasticity so that it could be used in an economic context. Two illustrations are presented using income data. Simulated data are generated to compare the estimator with the maximum likelihood estimator.
引用
收藏
页码:3 / 13
页数:11
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