Comparing SVM ensembles for imbalanced datasets.
Vasudha BhatnagarManju BhardwajAshish MahabalPublished in: ISDA (2010)
Keyphrases
- imbalanced datasets
- imbalanced data
- ensemble methods
- decision trees
- learning from imbalanced data
- cost sensitive learning
- class distribution
- sampling methods
- prediction accuracy
- class imbalance
- ensemble learning
- benchmark datasets
- training dataset
- linear regression
- cost sensitive
- support vector machine svm
- base classifiers
- random forests
- feature selection
- training data
- random forest
- generalization ability
- support vector machine
- feature selection algorithms
- svm classifier
- support vector
- binary classification
- multi class
- machine learning methods
- classification algorithm
- naive bayes
- text classification