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Std. Error of coefficients in GAM Model

To: s-news@wubios.wustl.edu
Subject: Std. Error of coefficients in GAM Model
From: "Mike Walker" <m_walker@canoemail.com>
Date: Wed, 19 Dec 2001 20:56:26 -0500
Dear list,

I would like to know the impact of concurvity , the non-parametric analogue of
multicollinearity, on the standard error of coeffients when we use GAM. I
wonder if  the standard errors produced by summary.glm in S-plus can be
smaller than the true standard errors of the estimated parameter. For example,
the model is

fit_ gam(mortality ~ lo(time) + pollution,  .......)

where time and pollution are higly correlated.  Do I need to worry that the
estimated standard errors are too small when multicolinearity exists?. 
Can standard errors from summary.glm lead one to conclude that the effect 
of pollution is statistically significant when in fact it is not?  If the 
standard errors 
 from summary.glm are not good estimates of the true standard errors, is there 
any other way to get the correct standard errors?

Thank you very much.


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