Fairness Constraints: A Flexible Approach for Fair Classification.
Muhammad Bilal ZafarIsabel ValeraManuel Gomez-RodriguezKrishna P. GummadiPublished in: J. Mach. Learn. Res. (2019)
Keyphrases
- classification accuracy
- support vector machine svm
- decision trees
- classification systems
- object classification
- pattern recognition
- training set
- classification algorithm
- classification scheme
- classification rules
- preprocessing
- support vector machine
- feature extraction
- resource allocation
- classification method
- artificial neural networks
- pattern classification
- support vector
- classification process
- model selection
- supervised classification
- classification rate
- roc curve
- constrained optimization
- document classification
- benchmark data sets
- feature selection
- class labels
- machine learning algorithms