Prediction Sensitivity: Continual Audit of Counterfactual Fairness in Deployed Classifiers.
Krystal MaughanIvoline C. NgongJoseph P. NearPublished in: CoRR (2022)
Keyphrases
- prediction accuracy
- intrusion detection
- prediction model
- training data
- support vector
- training set
- test set
- ensemble classifier
- svm classifier
- decision trees
- prediction error
- machine learning methods
- multiple classifiers
- prediction algorithm
- feature selection
- resource allocation
- game theory
- classification models
- supervised classification
- regression model
- majority voting
- training samples
- classifier combination
- causal reasoning
- feature vectors
- multiple classifier systems