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Re: st: suggestions on a model

From   Austin Nichols <>
Subject   Re: st: suggestions on a model
Date   Thu, 4 Jun 2009 18:15:12 -0400

Jay <>:
Do you allow individual heterogeneity in the RT/accuracy tradeoff in
response to a changing covariate? I am imagining a subject pressing a
button in a multiple choice exam with very easy questions while being
fed alcohol intraveneously, so their RT and accuracy are declining
over time, but people will react differently, some very slowly and
deliberately getting right answers and some quickly getting wrong
answers (anyone else remember the WKRP episode?)

Can you describe the output for complete case subsample (150) and the
whole sample of 300 excluding the problem covariate?  I think I don't
understand your model, and that comparison would help...

On Thu, Jun 4, 2009 at 5:07 PM, Verkuilen, Jay <> wrote:
> Austin Nichols wrote:
> Assuming you had no missing data, how would you analyze this?  I would
> have thought some GMM or stacked approach... I am assuming errors are
> correlated across models (one may sacrifice accuracy to improve RT or
> vice versa). How many subjects do you lose if you use complete cases?
> Yes, there is an RT/accuracy tradeoff and also a substantial amount of
> individual heterogeneity. The model would be a path model, essentially,
> as all regressors are observed. They are either tests of cognitive
> function, perception, etc., or age. There are also variables that change
> within subject depending on the stimuli they received. Complete data...
> 150 subjects out of 300, or thereabouts. Missingness means that an
> entire subject has to be excluded because the only missing data are for
> tests of cognitive function.
> As I said, any two of the three problems in the model are manageable (if
> complex).
> JV

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