Better trees: an empirical study on hyperparameter tuning of classification decision tree induction algorithms.
Rafael Gomes MantovaniTomás HorváthAndré L. D. RossiRicardo CerriSylvio Barbon JuniorJoaquin VanschorenAndré C. P. L. F. de CarvalhoPublished in: Data Min. Knowl. Discov. (2024)
Keyphrases
- decision trees
- induction algorithms
- decision tree induction
- tree induction
- classification rules
- naive bayes
- machine learning
- classification models
- machine learning algorithms
- logistic regression
- decision tree algorithm
- training set
- training data
- decision rules
- random forest
- ensemble methods
- active learning
- regression trees
- rule induction
- rule sets
- random forests
- base classifiers
- inductive learning
- neural network
- classification algorithm
- model selection
- classification accuracy
- rule induction algorithm