Fair Classification with Noisy Protected Attributes.
L. Elisa CelisLingxiao HuangNisheeth K. VishnoiPublished in: CoRR (2020)
Keyphrases
- classification accuracy
- pattern recognition
- text classification
- support vector machine
- classification algorithm
- classification method
- model selection
- object classification
- preprocessing
- classification rate
- supervised learning
- image classification
- feature extraction
- feature selection
- attribute values
- classification scheme
- supervised classification
- automatic classification
- pattern classification
- benchmark datasets
- machine learning
- training samples
- unsupervised learning
- decision trees
- feature subset
- classification models
- feature vectors
- feature space
- support vector
- classification systems
- classification process
- attribute selection
- irrelevant attributes
- nominal attributes