rattle (version 5.4.0)

calculateAUC: Determine area under a curve (e.g. a risk or recall curve) of a risk chart

Description

Given the evaluation returned by evaluateRisk, for example, calculate the area under the risk or recall curves, to use as a metric to compare the performance of a model.

Usage

calculateAUC(x, y)

Arguments

x

a vector of values for the x points.

y

a vector of values for the y points.

Details

The area is returned.

References

Package home page: https://rattle.togaware.com

See Also

evaluateRisk.

Examples

# NOT RUN {
## this is usually used in the context of the evaluateRisk function
# }
# NOT RUN {
ev <- evaluateRisk(predicted, actual, risk)
# }
# NOT RUN {
## imitate this output here
ev <- data.frame(Caseload=c(1.0, 0.8, 0.6, 0.4, 0.2, 0),
                 Precision=c(0.15, 0.18, 0.21, 0.25, 0.28, 0.30),
                 Recall=c(1.0, 0.95, 0.80, 0.75, 0.5, 0.0),
                 Risk=c(1.0, 0.98, 0.90, 0.77, 0.30, 0.0))

## Calculate the areas unde the Risk and the Recall curves.
calculateAUC(ev$Caseload, ev$Risk)
calculateAUC(ev$Caseload, ev$Recall)

# }