A Novel Hyperparameter-free Approach to Decision Tree Construction that Avoids Overfitting by Design

Rafael Garcia Leiva, Antonio Fernandez Anta, Vincenzo Mancuso +1

Decision trees are an extremely popular machine learning technique. Unfortunately, overfitting in decision trees still remains an open issue that sometimes prevents achieving good…