Properties of Fairness Measures in the Context of Varying Class Imbalance and Protected Group Ratios.
Dariusz BrzezinskiJulia StachowiakJerzy StefanowskiIzabela SzczechRobert SusmagaSofya AksenyukUladzimir IvashkaOleksandr YasinskyiPublished in: ACM Trans. Knowl. Discov. Data (2024)
Keyphrases
- class imbalance
- class distribution
- active learning
- cost sensitive
- cost sensitive learning
- software defect prediction
- imbalanced datasets
- feature selection
- random subspaces
- highly skewed
- concept drift
- small disjuncts
- majority class
- high dimensionality
- unsupervised learning
- text classification
- supervised learning
- small number
- pattern recognition