A novel fairness-aware ensemble model based on hybrid sampling and modified two-layer stacking for fair classification.
Wenyu ZhangFang HeShuai ZhangPublished in: Int. J. Mach. Learn. Cybern. (2023)
Keyphrases
- feature selection
- ensemble learning
- ensemble classifier
- combining classifiers
- classification accuracy
- training set
- base classifiers
- pattern recognition
- classification scheme
- feature vectors
- ensemble classification
- final classification
- automatic classification
- generalization ability
- machine learning
- feature space
- classifier ensemble
- wrapper feature selection
- imbalanced data
- majority voting
- classification systems
- training samples
- support vector
- classification rules
- game theory
- feature extraction
- cost sensitive
- classification algorithm
- support vector machine
- decision trees
- concept drifting data streams
- combination of multiple classifiers