A Comparative Study on the Performance of Several Ensemble Methods with Low Subsampling Ratio.
Faisal ZamanHideo HirosePublished in: ACIIDS (2) (2010)
Keyphrases
- ensemble methods
- prediction accuracy
- random forests
- decision trees
- ensemble learning
- benchmark datasets
- machine learning methods
- base classifiers
- random forest
- generalization ability
- majority voting
- drifting concepts
- classifier ensemble
- ensemble feature selection
- multiple models
- training data
- ensemble classifier
- ensemble classification
- genetic algorithm
- ensemble members