Sensitivity analysis of reliability functions of the exponential power series lifetime distribution

被引:0
作者
Vaysi, Mohammad Salehi [1 ]
Rezaei, Sadegh [1 ]
Nadarajah, Saralees [2 ]
机构
[1] Amirkabir Univ Technol, Dept Stat, Tehran 1591634311, Iran
[2] Univ Manchester, Sch Math, Manchester, Lancs, England
关键词
Global sensitivity; Hazard rate function; Local sensitivity; DECREASING FAILURE RATE; PROBABILITY; MODELS;
D O I
10.1080/03610918.2017.1364385
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
Hazard rate functions are often used in modeling of lifetime data. The Exponential Power Series (EPS) family has a monotone hazard rate function. In this article, the influence of input factors such as time and parameters on the variability of hazard rate function is assessed by local and global sensitivity analysis. Two different indices based on local and global sensitivity indices are presented. The simulation results for two datasets show that the hazard rate functions of the EPS family are sensitive to input parameters. The results also show that the hazard rate function of the EPS family is more sensitive to the exponential distribution than power series distributions.
引用
收藏
页码:2938 / 2952
页数:15
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