MAPTree: Beating "Optimal" Decision Trees with Bayesian Decision Trees.
Colin SullivanMo TiwariSebastian ThrunPublished in: CoRR (2023)
Keyphrases
- decision trees
- decision tree induction
- naive bayes
- training data
- machine learning
- predictive accuracy
- decision tree algorithm
- rule induction
- attribute selection
- decision rules
- decision tree learning
- ensemble methods
- random forest
- machine learning algorithms
- database
- closed form
- feature construction
- logistic regression
- training set
- optimal solution
- multivariate decision trees
- bayes optimal
- classification models
- decision tree classifiers
- bayesian decision
- concept drifting data streams
- bayesian estimation
- classification trees
- optimal design
- random forests
- data mining methods
- dynamic programming
- feature selection
- data sets