On the Properties of the New Generalized Pareto Distribution and Its Applications

被引:3
|
作者
Salahuddin, Najma [1 ]
Khalil, Alamgir [2 ]
Mashwani, Wali Khan [3 ]
Alrajhi, Sharifah [4 ]
Al-Marzouki, Sanaa [4 ]
Shah, Kamal [5 ]
机构
[1] Shaheed Benazir Bhutto Women Univ, Dept Stat, KPK, Peshawar, Pakistan
[2] Univ Peshawar, Dept Stat, Peshawar, Pakistan
[3] Kohat Univ Sci & Technol, Inst Numer Sci, Kohat, Pakistan
[4] King Abdulaziz Univ, Dept Stat, Fac Sci, Jeddah, Saudi Arabia
[5] Univ Malakand, Dept Math, KPK, Chakdara, Pakistan
关键词
Estimation - Maximum likelihood estimation - Mean square error - Pareto principle;
D O I
10.1155/2021/6855652
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
In this paper, a new generalization of the Generalized Pareto distribution is proposed using the generator suggested in [1], named as Khalil Extended Generalized Pareto (KEGP) distribution. Various shapes of the suggested model and important mathematical properties are investigated that includes moments, quantile function, moment-generating function, measures of entropy, and order statistics. Parametric estimation of the model is discussed using the technique of maximum likelihood. A simulation study is performed for the assessment of the maximum likelihood estimates in terms of their bias and mean squared error using simulated sample estimates. The practical applications are illustrated via two real data sets from survival and reliability theory. The suggested model provided better fits than the other considered models.
引用
收藏
页数:16
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