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Generalized Gompertz-power series distributions

机译:广义Gompertz幂级数分布

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摘要

In this paper, we introduce the generalized Gompertz-power series class ofdistributions which is obtained by compounding generalized Gompertz and powerseries distributions. This compounding procedure follows same way that waspreviously carried out by Silva et al. (2013) and Barreto-Souza et al. (2011)in introducing the compound class of extended Weibull-power series distributionand the Weibull-geometric distribution, respectively. This distributioncontains several lifetime models such as generalized Gompertz, generalizedGompertz-geometric, generalized Gompertz-poisson, generalized Gompertz-binomialdistribution, and generalized Gompertz-logarithmic distribution as specialcases. The hazard rate function of the new class of distributions can beincreasing, decreasing and bathtub-shaped. We obtain several properties of thisdistribution such as its probability density function, Shannon entropy, itsmean residual life and failure rate functions, quantiles and moments. Themaximum likelihood estimation procedure via a EM-algorithm is presented, andsub-models of the distribution are studied in details.
机译:在本文中,我们介绍了广义Gompertz-幂级数分布类,它是通过将广义Gompertz和幂级数分布进行复合获得的。该混合过程遵循Silva等人先前进行的相同方法。 (2013)和Barreto-Souza等人。 (2011年)分别介绍了扩展的Weibull幂级数分布和Weibull几何分布的复合类。这种分布包含几种寿命模型,例如广义Gompertz,广义Gompertz几何,广义Gompertz-泊松,广义Gompertz-二项分布和广义Gompertz对数分布。新的分布类别的危害率函数可以增加,减少和呈浴缸状。我们获得了该分布的几个属性,例如其概率密度函数,香农熵,其平均剩余寿命和失效率函数,分位数和矩。提出了一种基于EM算法的最大似然估计程序,并对分布的子模型进行了详细研究。

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