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Marginal inference for hierarchical generalized linear mixed models with patterned covariance matrices using the Laplace approximation

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We develop hierarchical models and methods in a fully parametric approach to generalized linear mixed models for any patterned covariance matrix. The Laplace approximation is used to marginally estimate covariance parameters by integrating over all fixed and l... ...