Dynamic Classification Ensembles for Handling Imbalanced Multiclass Drifted Data Streams.
Ahmed H. MadkourHatem M. AbdelkaderAmgad M. MohammedPublished in: Inf. Sci. (2024)
Keyphrases
- multi class
- multiclass classification
- binary classification problems
- single class
- support vector machine
- data streams
- multi class classification
- binary classifiers
- cost sensitive
- cost sensitive classification
- binary and multi class
- multi class classifier
- multiple classes
- multiclass support vector machines
- multiclass problems
- feature selection
- class imbalance
- multi class problems
- decision trees
- base classifiers
- kernel fisher
- multi class boosting
- error correcting output codes
- binary classification
- classification error
- multiclass svm
- pairwise
- benchmark datasets
- support vector machine svm
- classification accuracy
- misclassification costs
- multiclass learning
- concept drift
- generalization ability
- cost sensitive learning
- class labels
- classification algorithm
- supervised learning
- multi label classification
- ensemble classifier
- data sets
- ensemble learning