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Exponentiated Exponential Family: An Alternative to Gamma and Weibull Distributions
Authors:Rameshwar D. Gupta  Debasis Kundu
Abstract:In this article we study some properties of a new family of distributions, namely Exponentiated Exponential distribution, discussed in Gupta , Gupta , and Gupta (1998). The Exponentiated Exponential family has two parameters (scale and shape) similar to a Weibull or a gamma family. It is observed that many properties of this new family are quite similar to those of a Weibull or a gamma family, therefore this distribution can be used as a possible alternative to a Weibull or a gamma distribution. We present two real life data sets, where it is observed that in one data set exponentiated exponential distribution has a better fit compared to Weibull or gamma distribution and in the other data set Weibull has a better fit than exponentiated exponential or gamma distribution. Some numerical experiments are performed to see how the maximum likelihood estimators and their asymptotic results work for finite sample sizes.
Keywords:Gamma distribution  Weibull distribution  Likelihood ratio ordering  Hazard rate ordering  Stochastic ordering  Fisher Information matrix  Maximum Likelihood Estimator
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