How to calculate the AUC value for a ranger RF model ?

How to calculate the AUC value for a ranger RF model ?

2

Hi Biostars community,

How can I calculate the AUC value for a ranger model ? Ranger is a fast implementation of randomForest algorithm in R. I’m using the following code to build the ranger model for classification purposes, and get the prediction from the model:

#Build the model using ranger() function
ranger.model <- ranger(formula, data = data_train, importance="impurity", write.forest = TRUE, num.trees = 3000, mtry = sqrt(length(currentComb)), classification = TRUE)
#get the prediction for the ranger model
pred.data <- predict(ranger.model, dat = data_test,)
table(pred.data$predictions)

But I dont know how to calculate the AUC value

Any idea ?


AUC value


ranger


randomForest


classification

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