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• W2075331377 abstract "Abstract We present a new class of models to fit longitudinal data, obtained with a suitable modification of the classical linear mixed-effects model. For each sample unit, the joint distribution of the random effect and the random error is a finite mixture of scale mixtures of multivariate skew-normal distributions. This extension allows us to model the data in a more flexible way, taking into account skewness, multimodality and discrepant observations at the same time. The scale mixtures of skew-normal form an attractive class of asymmetric heavy-tailed distributions that includes the skew-normal, skew-Student- t , skew-slash and the skew-contaminated normal distributions as special cases, being a flexible alternative to the use of the corresponding symmetric distributions in this type of models. A simple efficient MCMC Gibbs-type algorithm for posterior Bayesian inference is employed. In order to illustrate the usefulness of the proposed methodology, two artificial and two real data sets are analyzed." @default.
• W2075331377 created "2016-06-24" @default.
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• W2075331377 date "2012-01-01" @default.
• W2075331377 modified "2023-09-30" @default.
• W2075331377 title "Bayesian analysis of skew-normal independent linear mixed models with heterogeneity in the random-effects population" @default.
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• W2075331377 doi "https://doi.org/10.1016/j.jspi.2011.07.007" @default.
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