3 papers
cs.AI2021
SCARI: Separate and Conquer Algorithm for Action Rules and Recommendations Induction
Marek Sikora, Paweł Matyszok, Łukasz Wróbel
This article describes an action rule induction algorithm based on a sequential covering approach. Two variants of the algorithm are presented. The algorithm allows the action rule…
cs.LG2019
RuleKit: A Comprehensive Suite for Rule-Based Learning
Adam Gudyś, Marek Sikora, Łukasz Wróbel
Rule-based models are often used for data analysis as they combine interpretability with predictive power. We present RuleKit, a versatile tool for rule learning. Based on a sequen…
cs.LG2018
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…