The Mc-Donald Chen distribution: A new bimodal distribution with properties and applications

被引:3
|
作者
Ribeiro-Reis, Lucas D. [1 ]
Cordeiro, Gauss M. [1 ]
de Santana e Silva, Jose J. [1 ]
机构
[1] Univ Fed Pernambuco, Dept Stat, Recife, PE, Brazil
来源
CHILEAN JOURNAL OF STATISTICS | 2022年 / 13卷 / 01期
关键词
Chen distribution; Family of distributions; Maximum likelihood method; Moments; Monte Carlo Simulation; LINDLEY DISTRIBUTION;
D O I
10.32372/ChJS.13-01-05
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 this paper, the McDonald-Chen distribution is proposed and studied to model different type of data. Its probability density function allows bimodality, thus showing that the model is very flexible. Its failure or hazard rate function may have increasing, decreasing, bathtub, inverted bathtub and increasing-decreasing-increasing shapes depending on the parameter values. The new distribution includes at least five major special cases. Some of its mathematical properties are addressed. The maximum likelihood method is adopted to estimate the model parameters. Monte Carlo simulations evaluate the accuracy of the maximum likelihood estimators. The new distribution is better than three other popular distributions to model two real data sets.
引用
收藏
页码:91 / 111
页数:21
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