On a bimodal Birnbaum-Saunders distribution with applications to lifetime data

被引:10
|
作者
Vila, Roberto [1 ]
Leao, Jeremias [2 ]
Saulo, Helton [1 ]
Shahzad, Mirza Naveed [3 ]
Santos-Neto, Manoel [4 ]
机构
[1] Univ Brasilia, Dept Stat, BR-70910900 Brasilia, DF, Brazil
[2] Univ Fed Amazonas, Dept Stat, BR-69077000 Manaus, Amazonas, Brazil
[3] Univ Gujrat, Dept Stat, Gujrat 50700, Pakistan
[4] Univ Fed Campina Grande, Dept Stat, BR-58429900 Campina Grande, Paraiba, Brazil
关键词
Birnbaum-Saunders distribution; alpha-skew-normal distribution; bimodality; maximum likelihood estimation; Monte Carlo simulation; FAMILY; MIXTURE;
D O I
10.1214/19-BJPS448
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
The Birnbaum-Saunders distribution is a flexible and useful model which has been used in several fields. In this paper, a new bimodal version of this distribution based on the alpha-skew-normal distribution is established. We discuss some of its mathematical and inferential properties. We consider likelihood-based methods to estimate the model parameters. We carry out a Monte Carlo simulation study to evaluate the performance of the maximum likelihood estimators. For illustrative purposes, three real data sets are analyzed. The results indicated that the proposed model outperformed some existing models in the literature, in special, a recent bimodal extension of the Birnbaum-Saunders distribution.
引用
收藏
页码:495 / 518
页数:24
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