The Fairness of Risk Scores Beyond Classification: Bipartite Ranking and the XAUC Metric.
Nathan KallusAngela ZhouPublished in: NeurIPS (2019)
Keyphrases
- bipartite ranking
- classification accuracy
- support vector machine
- image classification
- decision trees
- machine learning
- supervised classification
- support vector
- classification algorithm
- class labels
- feature vectors
- feature selection
- cross validation
- benchmark datasets
- binary classification
- feature set
- generalization ability
- density estimation
- training samples
- model selection
- supervised learning
- semi supervised
- pairwise
- feature extraction
- search engine