RE: order of covariate inclusion
From: sduffull@pharmacy.uq.edu.au
Subject: RE: [NMusers] order of covariate inclusion
Date: 9/25/2003 6:14 PM
Hi
Implementation of covariate model building in this manner:
>> Forward addiction procedure is implemented as follows:
>> If you have covariates A, B, and C, you test all of the
>> models Base + A Base + B Base + C and then choose the best
>> model (say, Base +A, if Base +A is significantly
>> better than Base and better than Base+B)
... does provide initial models that are not nested. The 'sequential'
stepwise approach generally avoids this problem (i.e. adding a
additional covariates sequentially [in theory] will produce a sequence
of nested models).
You can of course also consider biological plausibility as an additional
guide to choice of initial covariates - for example the effects of
adding a covariate describing male/female can often be described
completely by consideration of patient weight.
Regards
Steve
=========================================
Stephen Duffull
School of Pharmacy
University of Queensland
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Australia
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Email: sduffull@pharmacy.uq.edu.au
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