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Autor: =Lachos, Victor H.
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Referencias AnalíticasReferencias Analíticas
Autor: Lachos, Victor H. ; Dey, Dipak K.
Título: Robust linear mixed models with skew-normal independent distributions from a Bayesian perspective
Páginas/Colación: pp. 4098-4110
Fecha: December 2009
Journal of Statistical Planning and Inference Vol. 139, no. 12 November 2009
Información de existenciaInformación de existencia

Idioma: Palabras: Inglés Inglés

Resumen
Linear mixed models were developed to handle clustered data and have been a topic of increasing interest in statistics for the past 50 years. Generally, the normality (or symmetry) of the random effects is a common assumption in linear mixed models but it may, sometimes, be unrealistic, obscuring important features of among-subjects variation. In this article, we utilize skew-normal/independent distributions as a tool for robust modeling of linear mixed models under a Bayesian paradigm. The skew-normal/independent distributions is an attractive class of asymmetric heavy-tailed distributions that includes the skew-normal distribution, skew- t (), skew-slash and the skew-contaminated normal distributions as special cases, providing an appealing robust alternative to the routine use of symmetric distributions in this type of models. The methods developed are illustrated using a real data set from Framingham cholesterol study.

 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 

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