caret (version 3.21)

aucRoc: Compute the area under an ROC curve

Description

This function uses the trapezoidal rule to calculate the area. If the area is less than .5, then 1 - area is used.

Usage

aucRoc(object)

Arguments

object

object from the roc function or a matrix/data frame with columns named "sensitivity" and "specificity"

Value

• a scalar number

See Also

sensitivity, specificity, roc

Examples

set.seed(6)
testData <- data.frame(
   x = c(rnorm(200), rnorm(200) + 1),
   group = factor(rep(letters[1:2], each = 200)))
   
densityplot(~testData$x, groups = testData$group, auto.key = TRUE)   
   
rocValues <- roc(testData$x, testData$group)
aucRoc(rocValues)