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Re: st: collinearity in categorical variables
From
"Mitchell F. Berman" <[email protected]>
To
Stata List Server <[email protected]>
Subject
Re: st: collinearity in categorical variables
Date
Fri, 26 Apr 2013 08:58:27 -0400
Thank you for the reply. Yes, I see that for a single categorical
variable broken into dummy variables, collinearity between the dummy
variables would be zero.
But my question concerns correlation between related, similar,
categorical variables.
If I have multiple similar categorical variables, for example:
homebound, uses a walker, home-health aide, lives in nursing home, these
categorical variables will move together though the data--- won't be
identical for all patients, but correlated.
People mention standard VIF (which I know how to do), but the more
thorough answers imply this is not correct.
This links suggests perturb (a module available for Stata, R, and SPSS)
or polychoric correlation
http://stats.stackexchange.com/questions/35233/how-to-test-for-and-remedy-multicollinearity-in-optimal-scaling-ordinal-regressi
This link from talkstats suggests that polychoric correlations
(available in R) are preferable, because correlations calculated using
pearson product moment are invalid for categorical data.
http://www.talkstats.com/showthread.php/22996-Collinearity-Among-Categorical-Variables-in-Regression
someone else suggested spearman correlation coefficient
http://www.statisticsforums.com/showthread.php?t=802
factor analysis
http://www.talkstats.com/showthread.php/13264-Collinearity-in-Logistic-Regression
This is beyond my level of theoretical understanding. I was trying to
get a sense of what the experts on the Stata List server use.
Thank you for any additional input.
Mitchell
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