Fisher information for generalised linear mixed models

The Fisher information for the canonical link exponential family generalised linear mixed model is derived. The contribution from the fixed effects parameters is shown to have a particularly simple form.

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Bibliographic Details
Published in:Journal of multivariate analysis 2007-08, Vol.98 (7), p.1412-1416
Main Author: Wand, M.P.
Format: Article
Language:English
Subjects:
Exact sciences and technology
Generalized linear models
Longitudinal data analysis
Longitudinal data analysis Semiparametric regression Vector differential calculus Variance components
Mathematical analysis
Mathematics
Multivariate analysis
Probability and statistics
Sciences and techniques of general use
Semiparametric regression
Statistics
Studies
Variance components
Vector differential calculus
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Description
Summary:The Fisher information for the canonical link exponential family generalised linear mixed model is derived. The contribution from the fixed effects parameters is shown to have a particularly simple form.
ISSN:0047-259X
1095-7243
DOI:10.1016/j.jmva.2007.01.001