From Soft Classifiers to Hard Decisions: How fair can we be?
Ran CanettiAloni CohenNishanth DikkalaGovind RamnarayanSarah SchefflerAdam D. SmithPublished in: FAT (2019)
Keyphrases
- high dimensional
- class probability estimation
- training samples
- classification decisions
- support vector
- supervised classification
- decision making
- decision trees
- training data
- class probabilities
- training set
- classification systems
- linear classifiers
- svm classifier
- machine learning algorithms
- test set
- decision makers
- machine learning methods
- ensemble classifier
- majority voting
- data sets
- training examples
- classification models
- naive bayes
- machine learning approaches
- recognition rate
- binary classifiers
- classifier ensemble
- pattern recognition
- decision tree classifiers
- machine learning
- neural network