Individualised Counterfactual Examples Using Conformal Prediction Intervals

James M. Adams, Gesine Reinert, Lukasz Szpruch +2

Counterfactual explanations for black-box models aim to pr ovide insight into an algorithmic decision to its recipient. For a binary classification problem an individual counterfac…