simulate method for conformalize objects — simulate.conformalize • misc

This function generates simulations for new data using the fitted conformal model.

# S3 method for class 'conformalize'
simulate(
  object,
  newdata,
  method = c("kde", "surrogate", "bootstrap"),
  n_sim = 250L,
  seed = NULL,
  ...
)

Arguments

object: A object of class conformalize.
newdata: A data frame or matrix of new data for prediction.
method: The method to use for prediction intervals. Options are "split" or "simulation".
n_sim: The number of simulations to perform if using the "simulation" method. Default is 1000.
seed: An optional seed for reproducibility.
...: Additional arguments to pass to the predict function.

Value

A matrix with predictions and prediction intervals.