[HTML][HTML] A novel algorithm weighting different importance of classes in enhanced association rules

P Máša, J Rauch - Knowledge-Based Systems, 2024 - Elsevier
Importance of methods for explainable AI has been ever growing within many processes; a
simple form of knowledge is needed by humans who operate the processes. One of the …

A novel algorithm for mining couples of enhanced association rules based on the number of output couples and its application

P Máša, J Rauch - Journal of Intelligent Information Systems, 2024 - Springer
Besides the need for more advanced predictive methods, there is increasing demand for
easily interpretable results. Couples of enhanced association rules (a generalization of …

Histograms as tools for mining actionable knowledge–principles and examples

J Rauch - Journal of Intelligent Information Systems, 2025 - Springer
Actionable knowledge discovery is an established discipline of data mining. The goal is to
find patterns hidden in the data that suggest actions beneficial to the data owner. Action …

Expert deduction rules in data mining with association rules: new results and challenges

J Rauch - 2023 - researchsquare.com
The paper deals with applications of domain knowledge in data mining with association
rules. We consider enhanced association rules–general relations of general Boolean …