Measuring the Stability of Feature Selection with Applications to Ensemble Methods.
Sarah NogueiraGavin BrownPublished in: MCS (2015)
Keyphrases
- ensemble methods
- stability of feature selection
- prediction accuracy
- imbalanced data
- random forests
- machine learning methods
- decision trees
- ensemble learning
- benchmark datasets
- base classifiers
- random forest
- generalization ability
- feature selection algorithms
- ensemble classifier
- data sets
- base learners
- training data
- learning algorithm