Evolutionary Explainable Rule Extraction from (Modal) Random Forests.
Michele GhiottiFederico ManzellaGiovanni PagliariniGuido SciaviccoIonel Eduard StanPublished in: ECAI (2023)
Keyphrases
- random forests
- rule extraction
- random forest
- decision trees
- neural network
- black box
- classification rules
- rough sets
- ensemble methods
- fuzzy rules
- logistic regression
- rough set theory
- machine learning algorithms
- tree ensembles
- decision tree ensembles
- rule sets
- decision rules
- genetic algorithm
- association rules
- feature selection
- prediction accuracy
- pattern recognition
- benchmark datasets
- fuzzy sets
- fuzzy logic
- rule induction
- decision making