A new two-parameter exponentiated discrete Lindley distribution: properties, estimation and applications

被引:44
|
作者
El-Morshedy, M. [1 ]
Eliwa, M. S. [1 ]
Nagy, H. [1 ]
机构
[1] Mansoura Univ, Fac Sci, Math Dept, Mansoura 35516, Egypt
关键词
Discrete lindley distribution; hazard rate function; L-moment statistics; mean residual lifetime; estimation methods; BATHTUB;
D O I
10.1080/02664763.2019.1638893
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
This paper introduces a new two-parameter exponentiated discrete Lindley distribution. A wide range of its structural properties are investigated. This includes the shape of the probability mass function, hazard rate function, moments, skewness, kurtosis, stress-strength reliability, mean residual lifetime, mean past lifetime, order statistics and L-moment statistics. The hazard rate function can be increasing, decreasing, decreasing-increasing-decreasing, increasing-decreasing-increasing, unimodal, bathtub, and J-shaped depending on its parameters values. Two methods are used herein to estimate the model parameters, namely, the maximum likelihood, and the proportion. A detailed simulation study is carried out to examine the bias and mean square error of maximum likelihood and proportion estimators. The flexibility of the proposed model is explained by using four distinctive data sets. It can serve as an alternative model to other lifetime distributions in the existing statistical literature for modeling positive real data in many areas.
引用
收藏
页码:354 / 375
页数:22
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