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Fitting via alternative random-effect models
Authors:Youngjo Lee  John A Nelder
Institution:(1) Department of Statistics, Seoul National University, Seoul, 151-742, Korea;(2) Imperial College, London, UK
Abstract:When there are two alternative random-effect models leading to the same marginal model, inferences from one model can be used for the other model. We illustrate how a likelihood method for fitting models with independent random effects can be applied to seemingly very different models with correlated random effects. We also discuss some merits of using these alternative models.
Keywords:Random effect models  Correlated random effects  Restricted-maximum likelihood  Maximum-likelihood estimator  Hierarchical generalized linear models
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