Fast Sparse Decision Tree Optimization via Reference Ensembles.
Hayden McTavishChudi ZhongReto AchermannIlias KarimalisJacques ChenCynthia RudinMargo I. SeltzerPublished in: AAAI (2022)
Keyphrases
- decision trees
- decision tree induction
- optimization problems
- optimization algorithm
- high dimensional
- random forests
- naive bayes
- random forest
- optimization method
- global optimization
- sparse pca
- optimization process
- ensemble methods
- machine learning algorithms
- genetic algorithm
- predictive accuracy
- machine learning
- classification models
- classification rules
- information gain
- particle swarm optimization
- sparse data
- training data
- joint optimization
- ensemble selection