40 citations
Counting papers with at most 25 authors, so collaboration author lists do not stand in for the people here.
2 papers
cs.AI2024★ 10 cited
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…
cs.LG2018★ 40 cited
GuideR: a guided separate-and-conquer rule learning in classification, regression, and survival settings
Marek Sikora, Łukasz Wróbel, Adam Gudyś
This article presents GuideR, a user-guided rule induction algorithm, which overcomes the largest limitation of the existing methods-the lack of the possibility to introduce user's…