ON THE GENERALIZED ODD TRANSMUTED TWO-SIDED CLASS OF DISTRIBUTIONS

被引:0
|
作者
Kharazmi, Omid [1 ]
Zargar, Mansour [1 ]
Ajami, Masoud [1 ]
机构
[1] Vali e Asr Univ Rafsanjan, Dept Stat, Rafsanjan, Iran
关键词
Hazard rate function; Survival function; Maximum likelihood estimation; Odd ratio function; Regression; REGRESSION-MODEL; POWER DISTRIBUTIONS;
D O I
暂无
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, a general class of two-sided lifetime distributions is introduced via odd ratio function, the well-known concept in survival analysis and reliability engineering. Some statistical and reliability properties including survival function, quantiles, moments function, asymptotic and maximum likelihood estimation are provided in a general setting. A special case of this new family is taken up by considering the exponential model as the parent distribution. Some characteristics of this specialized model and also a discussion associated with survival regression are provided. A simulation study is presented to investigate the bias and mean square error of the maximum likelihood estimators. Moreover, two examples of real data sets are studied; point and interval estimations of all parameters are obtained by maximum likelihood and bootstrap (parametric and non-parametric) procedures. Finally, the superiority of the proposed model over some common statistical distributions is shown through the different criteria for model selection including log likelihood values, Akaike information criterion and Kolmogorov-Smirnov test statistic values.
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页码:439 / 467
页数:29
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