A new generator for proposing flexible lifetime distributions and its properties

被引:8
|
作者
Aslam, Muhammad [1 ]
Ley, Christophe [2 ]
Hussain, Zawar [3 ]
Shah, Said Farooq [4 ]
Asghar, Zahid [1 ]
机构
[1] Quaid i Azam Univ, Islamabad, Pakistan
[2] Univ Ghent, Dept Appl Math Comp Sci & Stat, Ghent, Belgium
[3] Cholistan Univ Vet & Anim Univ, Dept Social Allied Sci, Bahwalpur, Pakistan
[4] Univ Peshawar, Dept Stat, Peshawar, Pakistan
来源
PLOS ONE | 2020年 / 15卷 / 04期
关键词
PARAMETERS TOBIT-MODEL; CRASH RATES; FAMILY;
D O I
10.1371/journal.pone.0231908
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
In this paper, we develop a generator to propose new continuous lifetime distributions. Thanks to a simple transformation involving one additional parameter, every existing lifetime distribution can be rendered more flexible with our construction. We derive stochastic properties of our models, and explain how to estimate their parameters by means of maximum likelihood for complete and censored data, where we focus, in particular, on Type-II, Type-I and random censoring. A Monte Carlo simulation study reveals that the estimators are consistent. To emphasize the suitability of the proposed generator in practice, the two-parameter Frechet distribution is taken as baseline distribution. Three real life applications are carried out to check the suitability of our new approach, and it is shown that our extension of the Frechet distribution outperforms existing extensions available in the literature.
引用
收藏
页数:13
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