MachineShop (version 1.3.0)

diff: Model Performance Differences

Description

Pairwise model differences in resampled performance metrics.

Usage

# S3 method for Performance
diff(x, ...)
# S3 method for Resamples
diff(x, ...)
# S3 method for MLModelTune
diff(x, ...)

Arguments

x

object containing resampled metrics.

...

arguments passed to other methods.

Value

PerformanceDiff class object that inherits from Performance.

See Also

performance, resample, tune, plot, summary, t.test

Examples

# NOT RUN {
## Survival response example
library(survival)
library(MASS)

fo <- Surv(time, status != 2) ~ sex + age + year + thickness + ulcer
control <- CVControl()

gbmres1 <- resample(fo, Melanoma, GBMModel(n.trees = 25), control)
gbmres2 <- resample(fo, Melanoma, GBMModel(n.trees = 50), control)
gbmres3 <- resample(fo, Melanoma, GBMModel(n.trees = 100), control)

res <- Resamples(GBM1 = gbmres1, GBM2 = gbmres2, GBM3 = gbmres3)
perfdiff <- diff(res)
summary(perfdiff)
plot(perfdiff)

# }