Tests of exponentiality against some parametric over/under-dispersed life time models
Author(s) -
Rajibul Islam Mian,
S. R. Paul
Publication year - 2017
Publication title -
acta et commentationes universitatis tartuensis de mathematica
Language(s) - English
Resource type - Journals
SCImago Journal Rank - 0.276
H-Index - 6
eISSN - 2228-4699
pISSN - 1406-2283
DOI - 10.12697/acutm.2017.21.14
Subject(s) - weibull distribution , statistic , goodness of fit , statistics , exponential family , gamma distribution , mathematics , natural exponential family , exponential function , exponential distribution , parametric statistics , test statistic , likelihood ratio test , dispersion (optics) , statistical hypothesis testing , physics , mathematical analysis , optics
We develop tests of goodness of fit of the exponential model against some over/under dispersion family of distributions. In particular, we develop 3 score test statistics and 3 likelihood ratio statistics. These are (S-1, L-1), (S-2, L-2), and (S-3, L-3) based on a general over-dispersed family of distributions, two specific over/under dispersed exponential models, namely, the gamma and the Weibull distributions, respectively. A simulation study shows that the statistics S-3 and L-3 have best overall performance, in terms of both, level and power. However, the statistic L3 can be liberal in some instances and it needs the maximum likelihood estimates of the parameters of the Weibull distribution as opposed to the statistic S3 which is very simple to use. So, our recommendation is to use the statistic S3 to test the fit of an exponential distribution over any over/under-dispersed exponential distribution.
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