An Effective Approach for Imbalanced Classification: Unevenly Balanced Bagging.
Guohua LiangAnthony G. CohnPublished in: AAAI (2013)
Keyphrases
- decision trees
- imbalanced data
- training set
- class imbalance
- pattern classification
- machine learning
- imbalanced class distribution
- majority voting
- classification accuracy
- classification models
- classification algorithm
- single class
- support vector
- feature extraction
- binary classification problems
- ensemble methods
- pattern recognition
- classification method
- benchmark datasets
- support vector machine svm
- imbalanced data sets
- highly skewed
- image classification
- supervised learning
- support vector machine
- data sets
- imbalanced datasets
- feature vectors
- ensemble classifier
- generalization ability
- class labels
- subspace methods
- class distribution
- generalization error
- learning algorithm
- training samples
- text classification
- feature space