A Preliminary Study on the Selection of Generalized Instances for Imbalanced Classification.
Salvador GarcíaJoaquín DerracIsaac TrigueroCristóbal J. CarmonaFrancisco HerreraPublished in: IEA/AIE (1) (2010)
Keyphrases
- classification scheme
- automatic classification
- pattern recognition
- support vector
- data sets
- single class
- instance selection
- feature vectors
- classification accuracy
- image classification
- classification algorithm
- machine learning
- minority class
- class imbalance
- selection algorithm
- class labels
- decision trees
- feature extraction
- text classification
- feature space
- benchmark datasets
- active learning
- class imbalanced
- data stream classification
- imbalanced datasets
- nearest neighbour
- decision boundary
- support vector machine
- supervised learning
- classification models
- cost sensitive
- model selection
- decision rules
- machine learning algorithms