Fair Classification with Noisy Protected Attributes: A Framework with Provable Guarantees.
L. Elisa CelisLingxiao HuangVijay KeswaniNisheeth K. VishnoiPublished in: ICML (2021)
Keyphrases
- pattern recognition
- classification accuracy
- main contribution
- probabilistic model
- classification algorithm
- benchmark datasets
- multi category
- decision trees
- video classification
- attribute selection
- classification models
- attribute values
- model selection
- ensemble classifier
- pattern classification
- theoretical framework
- data mining
- image classification
- dimensionality reduction
- preprocessing
- support vector
- objective function
- feature extraction
- feature selection