Is Your Classifier Actually Biased? Measuring Fairness under Uncertainty with Bernstein Bounds.
Kawin EthayarajhPublished in: CoRR (2020)
Keyphrases
- sample selection bias
- upper bound
- training data
- lower bound
- classification scheme
- support vector
- decision trees
- resource allocation
- classification process
- classifier systems
- support vector machine
- worst case
- minimax probability machine
- nearest neighbor classifier
- classifier combination
- uncertain data
- decision theory
- individual classifiers
- classification algorithm
- classification method
- data sets
- belief functions
- training examples
- decision boundary
- bayesian classifier
- training samples
- training set
- feature space
- high quality
- learning algorithm
- genetic algorithm