Ensemble Learning with Active Example Selection for Imbalanced Biomedical Data Classification.
Sangyoon OhMin Su LeeByoung-Tak ZhangPublished in: IEEE ACM Trans. Comput. Biol. Bioinform. (2011)
Keyphrases
- ensemble learning
- generalization ability
- biomedical data
- ensemble classifier
- ensemble methods
- imbalanced data
- support vector machine svm
- support vector machine
- classification accuracy
- machine learning
- concept drift
- class imbalance
- pattern recognition
- knowledge driven
- decision trees
- text classification
- base classifiers
- learning algorithm
- cost sensitive
- machine learning methods
- feature vectors
- feature selection
- feature extraction
- support vector
- training set
- classification algorithm
- query processing
- model selection
- training samples
- semi supervised learning
- life sciences
- systems biology
- data streams
- base learners
- bp neural network
- benchmark datasets
- svm classifier