Comparison of subsampling techniques for random subspace ensembles.
Santhosh PathicalGürsel SerpenPublished in: ICMLC (2010)
Keyphrases
- random subspace
- ensemble methods
- random forest
- classifier fusion
- random subspaces
- subspace methods
- ensemble learning
- random sampling
- nearest neighbor classifiers
- decision trees
- prediction accuracy
- random forests
- machine learning methods
- base classifiers
- classifier ensemble
- benchmark datasets
- comparative analysis
- base learners
- selective sampling
- generalization ability
- majority voting
- learning algorithm
- ensemble classifier
- active learning
- training data
- linear discriminant analysis