Understanding random forests and overfitting: a visualization and simulation study.
Lasai BarreñadaPaula DhimanDirk TimmermanAnne-Laure BoulesteixBen Van CalsterPublished in: CoRR (2024)
Keyphrases
- simulation study
- random forests
- decision trees
- random forest
- logistic regression
- ensemble methods
- machine learning algorithms
- monte carlo
- decision tree ensembles
- regression trees
- tree ensembles
- regression forests
- machine learning methods
- cross validation
- loss function
- prediction accuracy
- data analysis
- head pose estimation
- classification and regression trees
- randomized trees
- feature extraction