A Reductions Approach to Fair Classification.
Alekh AgarwalAlina BeygelzimerMiroslav DudíkJohn LangfordHanna M. WallachPublished in: CoRR (2018)
Keyphrases
- classification accuracy
- pattern classification
- classification method
- supervised classification
- support vector machine
- machine learning
- feature selection
- feature extraction
- training set
- automatic classification
- model selection
- text classification
- classification scheme
- feature space
- classification systems
- support vector
- decision trees
- data sets
- correct classification
- classification process
- document classification
- cost sensitive
- machine learning methods
- decision rules
- benchmark datasets
- support vector machine svm
- training samples
- unsupervised learning
- feature vectors
- preprocessing
- pattern recognition
- training data
- neural network