Miguel Á. Carreira-Perpinan

Very Fast, Approximate Counterfactual Explanations for Decision Forests

We consider finding a counterfactual explanation for a classification or regression forest, such as a random forest. This requires solving an optimization problem to find the closest input instance to a given instance for which the forest outputs a desired value. Finding an exact solution has a cost…