The Exponentiated Weibull-H Family of Distributions: Theory and Applications

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作者
Gauss M. Cordeiro
Ahmed Z. Afify
Haitham M. Yousof
Rodrigo R. Pescim
Gokarna R. Aryal
机构
[1] Universidade Federal de Pernambuco-UFPE,Departamento de Estatística
[2] Benha University,Department of Statistics, Mathematics and Insurance
[3] Universidade Estadual de Londrina,Departamento de Estatística
[4] Purdue University Northwest,Department of Mathematics, Statistics and CS
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关键词
Weibull distribution; Weibull-H family; Order statistics; Parameter estimation; Simulation; Primary 60E05; Secondary 62P99;
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摘要
A new class of continuous distributions called the exponentiated Weibull-H family is proposed and studied. The proposed class extends the Weibull-H family of probability distributions introduced by Bourguignon et al. (J Data Sci 12:53–68, 2014). Some special models of the new family are presented. Its basic mathematical properties including explicit expressions for the ordinary and incomplete moments, quantile and generating function, Rényi and Shannon entropies, order statistics, and probability weighted moments are derived. The maximum-likelihood method is adopted to estimate the model parameters and a simulation study is performed. The flexibility of the generated family is proved empirically by means of two applications to real data sets.
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