Towards explainable classifiers using the counterfactual approach -- global explanations for discovering bias in data

Agnieszka Mikołajczyk, Michał Grochowski, Arkadiusz Kwasigroch

The paper proposes summarized attribution-based post-hoc explanations for the detection and identification of bias in data. A global explanation is proposed, and a step-by-step fra…