A new class of weighted exponential distributions

被引:124
作者
Gupta, Rameshwar D. [2 ]
Kundu, Debasis [1 ]
机构
[1] Indian Inst Technol, Dept Math & Stat, Kanpur 208016, Uttar Pradesh, India
[2] Univ New Brunswick, Dept Comp Sci & Appl Stat, St John, NB E2L 4L5, Canada
基金
加拿大自然科学与工程研究理事会;
关键词
hazard function; log-concavity; RR2; ordering; maximum likelihood estimators; moment estimators; Fisher information; moment generating function;
D O I
10.1080/02331880802605346
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
Introducing a shape parameter to an exponential model is nothing new. There are many ways to introduce a shape parameter to an exponential distribution. The different methods may result in variety of weighted exponential (WE) distributions. In this article, we have introduced a shape parameter to an exponential model using the idea of Azzalini, which results in a new class of WE distributions. This new WE model has the probability density function (PDF) whose shape is very close to the shape of the PDFS of Weibull, gamma or generalized exponential distributions. Therefore, this model can be used as an alternative to any of these distributions. It is observed that this model can also be obtained as a hidden truncation model. Different properties of this new model have been discussed and compared with the corresponding properties of well-known distributions. Two data sets have been analysed for illustrative purposes and it is observed that in both the cases it fits better than Weibull, gamma or generalized exponential distributions.
引用
收藏
页码:621 / 634
页数:14
相关论文
共 13 条
  • [1] [Anonymous], 1993, Continuous Univariate Distributions, DOI DOI 10.1016/0167-9473(96)90015-8
  • [2] [Anonymous], 2000, Sankhya: The Indian Journal of Statistics, Series A
  • [3] The skew-Cauchy distribution
    Arnold, BC
    Beaver, RJ
    [J]. STATISTICS & PROBABILITY LETTERS, 2000, 49 (03) : 285 - 290
  • [4] AZZALINI A, 1985, SCAND J STAT, V12, P171
  • [5] Balakrishnan N., 1994, SKEW LAPLACE DISTRIB
  • [6] ACQUISITION OF RESISTANCE IN GUINEA PIGS INFECTED WITH DIFFERENT DOSES OF VIRULENT TUBERCLE BACILLI
    BJERKEDAL, T
    [J]. AMERICAN JOURNAL OF HYGIENE, 1960, 72 (01): : 130 - 148
  • [7] Chang F.C., 2002, RANDOM OPERATORS STO, V10, P133, DOI DOI 10.1515/ROSE.2002.10.2.133
  • [8] Genton M. G., 2004, SKEW ELLIPTICAL DIST
  • [9] Generalized exponential distributions
    Gupta, RD
    Kundu, D
    [J]. AUSTRALIAN & NEW ZEALAND JOURNAL OF STATISTICS, 1999, 41 (02) : 173 - 188
  • [10] GUPTA RD, 2007, SKEW LOGISTIC DISTRI