Classifier Ensemble Methods for Diagnosing COPD from Volatile Organic Compounds in Exhaled Air.
Ludmila I. KunchevaJuan José RodríguezYasir Iftikhar SyedChristopher O. PhillipsKeir Edward LewisPublished in: Int. J. Knowl. Discov. Bioinform. (2012)
Keyphrases
- ensemble methods
- ensemble learning
- individual classifiers
- classifier ensemble
- uci data sets
- decision trees
- ensemble classifier
- prediction accuracy
- majority voting
- random forests
- decision tree learning
- benchmark datasets
- base classifiers
- ensemble members
- generalization ability
- base learners
- machine learning methods
- random forest
- feature subset
- classifier combination
- feature selection
- drifting concepts
- multiple classifier systems
- training samples
- training data
- binary classification
- optimization algorithm
- classification algorithm
- svm classifier
- imbalanced data
- feature set
- active learning
- feature space
- support vector
- genetic algorithm
- bootstrap sampling