Kumaraswamy Generalized Power Lomax Distributionand Its Applications

被引:14
|
作者
Nagarjuna, Vasili B. V. [1 ]
Vardhan, R. Vishnu [1 ]
Chesneau, Christophe [2 ]
机构
[1] Pondicherry Univ, Dept Stat, Pondicherry 605014, India
[2] Univ Caen, Dept Math, LMNO, Campus 2,Sci 3, F-14032 Caen, France
来源
STATS | 2021年 / 4卷 / 01期
关键词
kumaraswamy generalized distribution; moments; order statistics; lomax distribution; power lomax distribution;
D O I
10.3390/stats4010003
中图分类号
O1 [数学];
学科分类号
0701 ; 070101 ;
摘要
In this paper, a new five-parameter distribution is proposed using the functionalities of the Kumaraswamy generalized family of distributions and the features of the power Lomax distribution. It is named as Kumaraswamy generalized power Lomax distribution. In a first approach, we derive its main probability and reliability functions, with a visualization of its modeling behavior by considering different parameter combinations. As prime quality, the corresponding hazard rate function is very flexible; it possesses decreasing, increasing and inverted (upside-down) bathtub shapes. Also, decreasing-increasing-decreasing shapes are nicely observed. Some important characteristics of the Kumaraswamy generalized power Lomax distribution are derived, including moments, entropy measures and order statistics. The second approach is statistical. The maximum likelihood estimates of the parameters are described and a brief simulation study shows their effectiveness. Two real data sets are taken to show how the proposed distribution can be applied concretely; parameter estimates are obtained and fitting comparisons are performed with other well-established Lomax based distributions. The Kumaraswamy generalized power Lomax distribution turns out to be best by capturing fine details in the structure of the data considered.
引用
收藏
页码:28 / 45
页数:18
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