Generalized beta-generated distributions

被引:206
作者
Alexander, Carol [2 ]
Cordeiro, Gauss M. [3 ]
Ortega, Edwin M. M. [1 ]
Maria Sarabia, Jose [4 ]
机构
[1] Univ Sao Paulo, Dept Ciencias Exatas, BR-05508 Sao Paulo, Brazil
[2] Henley Business Sch, ICMA Ctr, Reading, Berks, England
[3] Univ Fed Pernambuco, Dept Estat, Recife, PE, Brazil
[4] Univ Cantabria, Dept Econ, Santander, Spain
关键词
Entropy; Exponentiated; Kumaraswamy; Kurtosis; McDonald; Minimax; Skewness; MULTIVARIATE DISTRIBUTIONS; WEIBULL DISTRIBUTION; FAMILY; MOMENTS;
D O I
10.1016/j.csda.2011.11.015
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
This article introduces generalized beta-generated (GBG) distributions. Sub-models include all classical beta-generated, Kumaraswamy-generated and exponentiated distributions. They are maximum entropy distributions under three intuitive conditions, which show that the classical beta generator skewness parameters only control tail entropy and an additional shape parameter is needed to add entropy to the centre of the parent distribution. This parameter controls skewness without necessarily differentiating tail weights. The GBG class also has tractable properties: we present various expansions for moments, generating function and quantiles. The model parameters are estimated by maximum likelihood and the usefulness of the new class is illustrated by means of some real data sets. (c) 2011 Elsevier B.V. All rights reserved.
引用
收藏
页码:1880 / 1897
页数:18
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