MLmetrics (version 1.1.1)

AUC: Area Under the Receiver Operating Characteristic Curve (ROC AUC)

Description

Compute the Area Under the Receiver Operating Characteristic Curve (ROC AUC) from prediction scores.

Usage

AUC(y_pred, y_true)

Value

Area Under the ROC Curve (ROC AUC)

Arguments

y_pred

Predicted probabilities vector, as returned by a classifier

y_true

Ground truth (correct) 0-1 labels vector

Examples

data(cars)
logreg <- glm(formula = vs ~ hp + wt,
              family = binomial(link = "logit"), data = mtcars)
AUC(y_pred = logreg$fitted.values, y_true = mtcars$vs)