A new lifetime model with different types of failure rate

被引:2
作者
Tafakori, Laleh [1 ]
Pourkhanali, Armin [2 ]
Nadarajah, Saralees [3 ]
机构
[1] Univ Melbourne, Sch Math & Stat, Melbourne, Vic, Australia
[2] Monash Univ, Sch Math Sci, Melbourne, Vic, Australia
[3] Univ Manchester, Sch Math, Manchester, Lancs, England
基金
澳大利亚研究理事会;
关键词
Lifetime distribution; Maximum likelihood estimation; Survival function; Weibull distribution; DISTRIBUTIONS;
D O I
10.1080/03610926.2017.1367811
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
A new class of lifetime distributions, which can exhibit with upside-down bathtub-shaped, bathtub-shaped, decreasing, and increasing failure rates, is introduced. The new distribution is constructed by compounding generalized Weibull and logarithmic distributions, leading to improvement on the lifetime distribution considered in Dimitrakopoulou etal. (2007) by having no restriction on the shape parameter and extending the result studied by Tahmasbi and Rezaei (2008) in the general form. The proposed model includes the exponential-logarithmic and Weibull-logarithmic distributions as special cases. Various statistical properties of the proposed class are discussed. Furthermore, estimation via the maximum likelihood method and the Fisher information matrix are discussed. Applications to real data demonstrate that the new class of distributions is more flexible than other recently proposed classes.
引用
收藏
页码:4006 / 4020
页数:15
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