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Hierarchical generalized linear model

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Hierarchical generalized linear model (HGLM) is an extension of generalized linear model, but hierarchical generalized linear model allows different error components. The error components can be correlated and not necessarily follow Normal distribution.


Model and assumptions

In generalized linear models,

Likelihood

Fitting the hierarchical generalized linear models

Examples