On the correspondence between population-averaged models and a class of cluster-specific models for correlated binary data

The relationship between marginal (population-averaged) models for cluster-correlated binary data, and a class of cluster-specific, logistic-normal random effects models is discussed. We show that random effects models can accomplish the same end as a more direct modelling of intra-cluster correlati...

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Bibliographic Details
Published in:Statistics & probability letters 2001-04, Vol.52 (2), p.135-144
Main Authors: Sashegyi, Andreas I., Brown, K.Stephen, Farrell, Patrick J.
Format: Article
Language:English
Subjects:
Cluster-specific models
Clustered data
Clustered data Cluster-specific models Correlated binary responses Population-averaged models
Correlated binary responses
Exact sciences and technology
Mathematics
Multivariate analysis
Population-averaged models
Probability and statistics
Random effects models
Sciences and techniques of general use
Statistics
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Summary:The relationship between marginal (population-averaged) models for cluster-correlated binary data, and a class of cluster-specific, logistic-normal random effects models is discussed. We show that random effects models can accomplish the same end as a more direct modelling of intra-cluster correlation, as in GEE.
ISSN:0167-7152
1879-2103
DOI:10.1016/S0167-7152(00)00183-8