fastml (version 0.7.0)

counterfactual_explain: Generate counterfactual explanations for a fastml model

Description

Uses the `ceterisParibus` package to compute counterfactuals for a given observation.

Usage

counterfactual_explain(object, observation, ...)

Value

A counterfactual explanation object.

Arguments

object

A `fastml` object.

observation

A single observation (data frame with one row) to compute counterfactuals for.

...

Additional arguments passed to `ceterisParibus::calculate_counterfactuals`.

Examples

if (FALSE) {
data(iris)
iris <- iris[iris$Species != "setosa", ]
iris$Species <- factor(iris$Species)
model <- fastml(data = iris, label = "Species")
counterfactual_explain(model, iris[1, ])
}