Fairness Constraints: A Mechanism for Fair Classification.
Muhammad Bilal ZafarIsabel ValeraManuel Gomez-RodriguezKrishna P. GummadiPublished in: CoRR (2015)
Keyphrases
- pattern classification
- classification accuracy
- support vector
- feature extraction
- classification systems
- pattern recognition
- classification method
- machine learning
- preprocessing
- classification rate
- classification scheme
- decision rules
- support vector machine svm
- linear constraints
- automatic classification
- document classification
- model selection
- support vector machine
- feature vectors
- feature selection
- benchmark datasets
- classification algorithm
- training samples
- classification rules
- cost sensitive
- relational databases
- high dimensional
- global constraints
- decision trees