[R] Asymmetric Cost assignment for SVM | Help

Bharat Bargujar bharatbargujar at gmail.com
Tue Feb 3 01:05:50 CET 2015


Hi Friends,

I want to assign asymmetric cost values at the time training.

For example : For false negative cost should be 10 and for For false
positive it should be 1.

Can some help me with this.


Code:

svmFit <- train(Y ~ .,
                data = train,
                method = "svmRadial",
                preProc = c("center", "scale"),
                cost=5,
                trControl = trainControl(method = "repeatedcv", repeats =
5,classProbs =  TRUE))


So I need a way to force cost of 10 for false negative and 1 for false
positive at time of training.

Regards,
Bharat

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