The Diversity of Regression Ensembles Combining Bagging and Random Subspace Method.
Alexandra ScherbartTim W. NattkemperPublished in: ICONIP (2) (2008)
Keyphrases
- subspace methods
- random subspace
- ensemble methods
- random forest
- ensemble members
- base learners
- classifier ensemble
- classifier fusion
- ensemble learning
- random sampling
- decision trees
- random forests
- base classifiers
- benchmark datasets
- prediction accuracy
- linear discriminant analysis
- multiple classifier systems
- majority voting
- nearest neighbor classifiers
- regression problems
- generalization ability
- principal component analysis
- machine learning methods
- ensemble selection
- model selection
- feature subspace
- face recognition
- support vector machine
- support vector
- feature extraction
- meta learning
- cross validation
- data sets
- nearest neighbor
- linear subspace
- ensemble classifier
- linear regression