From Soft Classifiers to Hard Decisions: How fair can we be?
Ran CanettiAloni CohenNishanth DikkalaGovind RamnarayanSarah SchefflerAdam D. SmithPublished in: CoRR (2018)
Keyphrases
- class probability estimation
- classification decisions
- decision making
- decision trees
- decision makers
- class probabilities
- training data
- support vector
- training set
- test set
- knn
- supervised classification
- classification systems
- design decisions
- machine learning methods
- classification rate
- classification process
- binary classifiers
- multiple classifiers
- classification method
- svm classifier
- machine learning algorithms
- training examples
- decision process
- extracted features
- classification models
- neural network
- support vector machine svm
- classifier systems
- majority voting
- multi class
- optimum path forest
- feature selection
- machine learning