Generalized exponential distributions

被引:784
作者
Gupta, RD
Kundu, D
机构
[1] Univ New Brunswick, Dept Math Stat & Comp Sci, St John, NB E2L 4L5, Canada
[2] Indian Inst Technol, Dept Math, Kanpur 208016, Uttar Pradesh, India
关键词
distribution of sum; exponentiated Weibull model; gamma distribution; hazard rate; maximum likelihood estimators; stochastic ordering; uniformly most powerful test; Weibull distribution;
D O I
10.1111/1467-842X.00072
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 [统计学]; 070103 [概率论与数理统计]; 0714 [统计学];
摘要
The three-parameter gamma and three-parameter Weibull distributions are commonly used for analysing any lifetime data or skewed data. Both distributions have several desirable properties, and nice physical interpretations. Because of the scale and shape parameters, both have quite a bit of flexibility for analysing different types of lifetime data. They have increasing as well as decreasing hazard rate depending on the shape parameter. Unfortunately both distributions also have certain drawbacks. This paper considers a three-parameter distribution which is a particular case of the exponentiated Weibull distribution originally proposed by Mudholkar, Srivastava & Freimer (1995) when the location parameter is not present. The study examines different properties of this model and observes that this family has some interesting features which are quite similar to those of the gamma family and the Weibull family, and certain distinct properties also. It appears this model can be used as an alternative to the gamma model or the Weibull model in many situations. One dataset is provided where the three-parameter generalized exponential distribution fits better than the three-parameter Weibull distribution or the three-parameter gamma distribution.
引用
收藏
页码:173 / 188
页数:16
相关论文
共 25 条
[1]
Alexander G N, 1962, T CIVIL ENG I ENG AU, V4, P29
[2]
[Anonymous], 1993, STOCHASTIC ORDERS AP
[3]
Bain L.J., 1978, STAT ANAL RELIABILIT
[4]
Barlow RE, 1975, STAT THEORY RELIABIL
[5]
THE DISTRIBUTION OF PRODUCT OF INDEPENDENT BETA RANDOM-VARIABLES WITH APPLICATION TO MULTIVARIATE-ANALYSIS [J].
BHARGAVA, RP ;
KHATRI, CG .
ANNALS OF THE INSTITUTE OF STATISTICAL MATHEMATICS, 1981, 33 (02) :287-296
[6]
David H.A., 1970, ORDER STAT
[7]
Gupta R. D., 1997, EXPONENTIATED EXPONE
[8]
Modeling failure time data by Lehman alternatives [J].
Gupta, RC ;
Gupta, PL ;
Gupta, RD .
COMMUNICATIONS IN STATISTICS-THEORY AND METHODS, 1998, 27 (04) :887-904
[9]
GUPTA RD, 1979, STATISTICA, V2, P333
[10]
HARTER HL, 1969, ORDER STAT USE TESTI, V2