Boosting Random Forests to Reduce Bias; One-Step Boosted Forest and its Variance Estimate.
Indrayudh GhosalGiles HookerPublished in: CoRR (2018)
Keyphrases
- random forests
- ensemble methods
- decision tree ensembles
- randomized trees
- variance reduction
- random forest
- decision trees
- base learners
- logistic regression
- classification and regression trees
- accurate classifiers
- machine learning algorithms
- tree ensembles
- prediction accuracy
- ensemble learning
- low variance
- base classifiers
- machine learning methods
- regression trees
- regression problems
- learning algorithm
- benchmark datasets
- artificial neural networks
- regression forests
- boosting algorithms
- decision forest
- text categorization
- pairwise
- genetic algorithm
- feature selection
- training examples