The Impact of Split Classifiers on Group Fairness.
Hao WangHsiang HsuMario DíazFlávio P. CalmonPublished in: ISIT (2021)
Keyphrases
- test set
- machine learning approaches
- training data
- classification systems
- linear classifiers
- roc curve
- neural network
- classification method
- resource allocation
- training samples
- support vector
- decision trees
- feature selection
- majority voting
- individual level
- ensemble classifier
- binary classifiers
- trained classifiers
- classification models
- decision boundary
- supervised classification
- ensemble learning
- pairwise
- learning environment
- social networks