Out-of-Bag Estimation of the Optimal Hyperparameter in SubBag Ensemble Method.
Gai-Ying ZhangChun-Xia ZhangJiang-She ZhangPublished in: Commun. Stat. Simul. Comput. (2010)
Keyphrases
- ensemble methods
- prediction accuracy
- ensemble learning
- machine learning methods
- random forests
- decision trees
- drifting concepts
- benchmark datasets
- optimal solution
- random forest
- generalization ability
- model selection
- feature subset
- classifier ensemble
- ensemble members
- rotation forest
- graph cuts
- support vector
- base classifiers
- hyperparameters
- machine learning
- cluster ensemble
- data sets