[R] does svm have a CV to obtain the best "cost" parameter?
Liaw, Andy
andy_liaw at merck.com
Tue Feb 28 13:14:29 CET 2006
From: Michael
>
> Hi all,
>
> I am using the "svm" command in the e1071 package.
>
> Does it have an automatic way of setting the "cost" parameter?
See ?best.svm in that package.
> I changed a few values for the "cost" parameter but I hope there is a
> systematic way of obtaining the best "cost" value.
>
> I noticed that there is a "cross" (Cross validation)
> parameter in the "svm"
> function.
>
> But I did not see how it can be used to optimize the "cost" parameter.
>
> By the way, what does a 0 training error and a high testing
> error mean?
> Varying "cross=5", or "cross=10", etc. does not change the
> training error
> and testing error at all. How to improve?
Overfitting, which varying different validation method will not solve.
Andy
> Thanks a lot!
>
> M.
>
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>
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