[R] Corstr in the Gee (Generalized Estimation Equation) arguments?
Thomas Lumley
thomas at biostat.washington.edu
Sat Mar 18 20:22:54 CET 2000
On Sat, 18 Mar 2000, Jinn-Yuh Guh wrote:
> Dear all:
> Y=a+bX1+cX2
> In the Gee (Generalized Estimation Equation) arguments:
> The arument Corstr has sveral choices:
> "independence" "fixed" "stat_M_dep" "non_stat_M_dep"
> "exchangeable" "AR-M" "unstructured"
> What does each term mean?
> How do I choose among them?
> How do I know the correlation structure of my repeated measures data?
> Can non-normally distributed X1, X2 be used?
> Thank you very much.
The distribution of X1,X2 is irrelevant, as for most regression
methods. The distribution of Y can be non-Normal, the family= argument
works the same way as for glm.
There isn't a magic solution to knowing the correlation of your data. You
should read
@article{gee-ZL,author={Scott L. Zeger and Kung-Yee Liang},
title={Longitudinal Data Analysis for Discrete and
Continuous Outcomes}, journal={Biometrics},
year={1986}, volume=42, pages={121--130}}
and/or
@Book{diggle,
author = "Peter J. Diggle and Kung-Yee Liang and Scott L. Zeger",
title = "Analysis of Longitudinal Data",
publisher = "Oxford University Press",
year = 1994,
series = "Oxford Statistical Science Series",
address = "Oxford" }
or other references on the subject.
-thomas
Thomas Lumley
Assistant Professor, Biostatistics
University of Washington, Seattle
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