The Exponentiated Generalized Gumbel Distribution

A class of univariate distributions called the exponentiated generalized class was recently proposed in the literature. A four-parameter model within this class named the exponentiated generalized Gumbel distribution is defined. We discuss the shapes of its density function and obtain explicit expre...

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Main Authors: THIAGO ANDRADE, HELOISA RODRIGUES, MARCELO BOURGUIGNON, GAUSS CORDEIRO
Format: Article
Language:English
Published: Universidad Nacional de Colombia 2015-01-01
Series:Revista Colombiana de Estadística
Subjects:
Online Access:http://www.scielo.org.co/scielo.php?script=sci_arttext&pid=S0120-17512015000100007&lng=en&tlng=en
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author THIAGO ANDRADE
HELOISA RODRIGUES
MARCELO BOURGUIGNON
GAUSS CORDEIRO
author_facet THIAGO ANDRADE
HELOISA RODRIGUES
MARCELO BOURGUIGNON
GAUSS CORDEIRO
author_sort THIAGO ANDRADE
collection DOAJ
description A class of univariate distributions called the exponentiated generalized class was recently proposed in the literature. A four-parameter model within this class named the exponentiated generalized Gumbel distribution is defined. We discuss the shapes of its density function and obtain explicit expressions for the ordinary moments, generating and quantile functions, mean deviations, Bonferroni and Lorenz curves and Rényi entropy. The density function of the order statistic is derived. The method of maximum likelihood is used to estimate model parameters. We determine the observed information matrix. We provide a Monte Carlo simulation study to evaluate the maximum likelihood estimates of model parameters and two applications to real data to illustrate the importance of the new model.
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spelling doaj.art-0bfe34d6600346cf8b835bfb217cad392022-12-21T21:49:36ZengUniversidad Nacional de ColombiaRevista Colombiana de Estadística0120-17512015-01-0138112314310.15446/rce.v38n1.48806S0120-17512015000100007The Exponentiated Generalized Gumbel DistributionTHIAGO ANDRADE0HELOISA RODRIGUES1MARCELO BOURGUIGNON2GAUSS CORDEIRO3Universidade Federal de PernambucoUniversidade Federal de PernambucoUniversidade Federal do PiauíUniversidade Federal de PernambucoA class of univariate distributions called the exponentiated generalized class was recently proposed in the literature. A four-parameter model within this class named the exponentiated generalized Gumbel distribution is defined. We discuss the shapes of its density function and obtain explicit expressions for the ordinary moments, generating and quantile functions, mean deviations, Bonferroni and Lorenz curves and Rényi entropy. The density function of the order statistic is derived. The method of maximum likelihood is used to estimate model parameters. We determine the observed information matrix. We provide a Monte Carlo simulation study to evaluate the maximum likelihood estimates of model parameters and two applications to real data to illustrate the importance of the new model.http://www.scielo.org.co/scielo.php?script=sci_arttext&pid=S0120-17512015000100007&lng=en&tlng=endistribución Gumbelentropía de Rényimáxima verosimilitudmomentos
spellingShingle THIAGO ANDRADE
HELOISA RODRIGUES
MARCELO BOURGUIGNON
GAUSS CORDEIRO
The Exponentiated Generalized Gumbel Distribution
Revista Colombiana de Estadística
distribución Gumbel
entropía de Rényi
máxima verosimilitud
momentos
title The Exponentiated Generalized Gumbel Distribution
title_full The Exponentiated Generalized Gumbel Distribution
title_fullStr The Exponentiated Generalized Gumbel Distribution
title_full_unstemmed The Exponentiated Generalized Gumbel Distribution
title_short The Exponentiated Generalized Gumbel Distribution
title_sort exponentiated generalized gumbel distribution
topic distribución Gumbel
entropía de Rényi
máxima verosimilitud
momentos
url http://www.scielo.org.co/scielo.php?script=sci_arttext&pid=S0120-17512015000100007&lng=en&tlng=en
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