Notice: On April 23, 2014, Statalist moved from an email list to a forum, based at statalist.org.
[Date Prev][Date Next][Thread Prev][Thread Next][Date Index][Thread Index]
st: Query regarding formula for calculating the conventional variance for the xtgee command
From
RA Hughes <[email protected]>
To
[email protected]
Subject
st: Query regarding formula for calculating the conventional variance for the xtgee command
Date
Mon, 19 Mar 2012 14:21:53 +0000
Dear Statalist
I have a query regarding the formula for the calculation of the
conventional variance when the model is the generalized estimating
equations logistic regression model with an exchange working correlation
matrix, i.e. Stata command
xtgee outcome covariates, family(binomial) link(logit) corr(exchangeable)
vce(conventional) nmp
In keeping with Liang and Zeger's 1986 Biometrika paper I am using Stata's
vce option nmp.
Dropping the cluster subscripts, the Stata documentation for the xtgee
command states that the conventional variance is calculated as
{sum(D'V^{-1}D)}^-1, where V = A^{1/2}R(alpha)A^{1/2}. Using this formula I
obtain the same result as Stata.
My query is that in Liang and Zeger's 1986 paper
V = A^{1/2}R(alpha)A^{1/2}/phi.
Note that the estimate of phi (the scale parameter) is close to 1 but not
exactly 1. I have confirmed that my estimate for phi is the same as Stata's
by confirming I get the same answer for the parameter estimate alpha, which
is dependent upon phi. (alpha is the parameter of the exchangeable working
correlation matrix).
Could you please confirm if I am correct that Stata's xtgee command
calculates V different to the formula stated in the Liang and Zeger 1986
paper?
Many thanks
Rach
References
Liang and Zeger, Longitudinal data analysis using generalized linear
models, Biometrika, 1986, 73,13-22.
----------------------
RA Hughes
[email protected]
*
* For searches and help try:
* http://www.stata.com/help.cgi?search
* http://www.stata.com/support/statalist/faq
* http://www.ats.ucla.edu/stat/stata/