print.rfpredinterval {RFpredInterval}

Print summary output

Description

Print summary output from pibf(), rfpi(), or piall() functions. This is the default print method for the package.

Usage

## S3 method for class 'rfpredinterval'
print(x, ...)

Arguments

x

An object of class ('rfpredinterval', 'piall'), ('rfpredinterval', 'pibf'), or ('rfpredinterval', 'rfpi').

...

Optional arguments to be passed to other methods.

See Also

pibf piall rfpi

Examples

## load example data
data(BostonHousing, package = "RFpredInterval")
set.seed(2345)

## define train/test split
testindex <- 1:10
trainindex <- sample(11:nrow(BostonHousing), size = 100, replace = FALSE)
traindata <- BostonHousing[trainindex, ]
testdata <- BostonHousing[testindex, ]
px <- ncol(BostonHousing) - 1

## construct 95% PI with "cv" calibration using 5-folds
out <- pibf(formula = medv ~ ., traindata = traindata,
  testdata = testdata, calibration =  "oob",
  params_ranger = list(num.trees = 40))

## print summary output
print(out)

## contruct 95% PI with "ls" split rule, "lm", "quant" and "spi" PI methods
## with calibration and use "ranger" package for RF training
out2 <- rfpi(formula = medv ~ ., traindata = traindata,
  testdata = testdata, split_rule = "ls", pi_method = c("lm", "quant", "spi"),
  rf_package = "ranger", params_ranger = list(num.trees = 50))

## print summary output
print(out2)