The cost of fairness in binary classification.
Aditya Krishna MenonRobert C. WilliamsonPublished in: FAT (2018)
Keyphrases
- binary classification
- cost sensitive
- multi class
- active learning strategies
- learning problems
- support vector
- multi class classification
- multi label
- binary classifiers
- generalization error
- prediction accuracy
- class imbalance
- support vector machine
- ensemble methods
- neural network
- machine learning algorithms
- markov random field
- class distribution
- active learning
- reinforcement learning
- kernel methods
- supervised learning
- information extraction
- pairwise
- training set
- image processing