Selective Classification Can Magnify Disparities Across Groups.
Erik JonesShiori SagawaPang Wei KohAnanya KumarPercy LiangPublished in: ICLR (2021)
Keyphrases
- classification models
- pattern recognition
- classification systems
- support vector
- text classification
- object classification
- classification scheme
- classification algorithm
- cross validation
- classification method
- supervised learning
- feature vectors
- preprocessing
- decision trees
- machine learning methods
- classification process
- benchmark datasets
- decision rules
- svm classifier
- class labels
- data mining
- multi class
- classification accuracy
- feature selection
- machine learning