Interpretable Random Forests via Rule Extraction.
Clément BénardGérard BiauSébastien Da VeigaErwan ScornetPublished in: AISTATS (2021)
Keyphrases
- rule extraction
- random forests
- classification rules
- decision trees
- random forest
- black box
- machine learning algorithms
- rough sets
- ensemble methods
- logistic regression
- genetic programming
- rough set theory
- neural network
- rule sets
- feature selection
- association rules
- fuzzy rules
- decision tree ensembles
- tree ensembles
- rule induction
- decision rules
- machine learning
- training set
- data analysis
- prediction accuracy
- support vector
- data sets
- data mining
- base classifiers
- learning algorithm
- training data
- artificial neural networks
- classification algorithm
- pattern recognition
- control system
- evolutionary algorithm