Minimax Optimal Fair Classification with Bounded Demographic Disparity.
Xianli ZengGuang ChengEdgar DobribanPublished in: CoRR (2024)
Keyphrases
- pattern recognition
- classification accuracy
- pattern classification
- classification algorithm
- feature vectors
- text classification
- classification scheme
- classification systems
- classification method
- classification models
- automatic classification
- training samples
- worst case
- feature space
- support vector
- neyman pearson
- binary decision tree
- benchmark datasets
- asymptotically optimal
- cross validated
- stereo matching
- classification rules
- machine learning
- feature set
- support vector machine
- dynamic programming
- svm classifier
- roc curve
- optimal solution
- image sequences
- decision trees