Post-hoc bias scoring is optimal for fair classification.
Wenlong ChenYegor KlochkovYang LiuPublished in: ICLR (2024)
Keyphrases
- post hoc
- classification accuracy
- sleep stage
- classification models
- text classification
- classification scheme
- feature vectors
- binary decision tree
- feature selection
- support vector machine svm
- classification systems
- pattern recognition
- automatic classification
- decision rules
- supervised learning
- classification process
- cross validated
- optimal control
- document classification
- pattern classification
- classification algorithm
- machine learning
- feature space
- neural network
- decision trees
- feature extraction
- support vector
- high dimensional
- image classification
- dynamic programming
- support vector machine
- benchmark datasets
- preprocessing
- supervised classification
- cost sensitive
- optimal solution
- bayesian networks
- classification method
- text categorization