Towards consistency of rule-based explainer and black box model -- fusion of rule induction and XAI-based feature importance

Michał Kozielski, Marek Sikora, Łukasz Wawrowski

Rule-based models offer a human-understandable representation, i.e. they are interpretable. For this reason, they are used to explain the decisions of non-interpretable complex mod…