Create a Stability Ensemble with Presets

Convenience function to create a StabilityEnsemble with common presets.

Usage

create_stability_ensemble(preset = "default", ...)

Arguments

preset

One of "default", "fast", "thorough"

...

Additional arguments passed to StabilityEnsemble$new()

Value

A StabilityEnsemble object

Examples

if (FALSE) { # \dontrun{
if (requireNamespace("mlr3learners", quietly = TRUE) &&
    requireNamespace("glmnet", quietly = TRUE)) {
  # Default: 100 bootstraps, glmnet base learner
  ensemble <- create_stability_ensemble("default")

  # Fast: 50 bootstraps for quick exploration
  ensemble <- create_stability_ensemble("fast")

  # Thorough: 500 bootstraps for publication-quality results
  ensemble <- create_stability_ensemble("thorough")

  # Fit and predict
  ensemble$fit(task)
  probs <- ensemble$predict(task)
}
} # }