[R] caret::train() and ctree()
Max Kuhn
mxkuhn at gmail.com
Thu Feb 17 04:05:43 CET 2011
Andrew,
ctree only tunes over mincriterion and ctree2 tunes over maxdepth
(while fixing mincriterion = 0).
Seeing both listed as the function is being executed is a bug. I'll
setup checks to make sure that the columns specified in tuneGrid are
actually the tuning parameters that are used.
Max
On Wed, Feb 16, 2011 at 12:01 PM, Andrew Ziem <AZiem at us.ci.org> wrote:
> Like earth can be trained simultaneously for degree and nprune, is there a way to train ctree simultaneously for mincriterion and maxdepth?
>
> Also, I notice there are separate methods ctree and ctree2, and if both options are attempted to tune with one method, the summary averages the option it doesn't support. The full log is attached, and notice these lines below for method="ctree" where maxdepth=c(2,4) are averaged to maxdepth=3.
>
> Fitting: maxdepth=2, mincriterion=0.95
> Fitting: maxdepth=4, mincriterion=0.95
> Fitting: maxdepth=2, mincriterion=0.99
> Fitting: maxdepth=4, mincriterion=0.99
>
> mincriterion Accuracy Kappa maxdepth Accuracy SD Kappa SD maxdepth SD
> 0.95 0.939 0.867 3 0.0156 0.0337 1.01
> 0.99 0.94 0.868 3 0.0157 0.0337 1.01
>
> I use R 2.12.1 and caret 4.78.
>
> Andrew
>
>
>
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--
Max
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