Automatic Fairness Testing of Neural Classifiers Through Adversarial Sampling.
Peixin ZhangJingyi WangJun SunXinyu WangGuoliang DongXingen WangTing DaiJin Song DongPublished in: IEEE Trans. Software Eng. (2022)
Keyphrases
- test set
- training data
- neural classifier
- neural network
- classification systems
- bio inspired
- network architecture
- training stage
- machine learning algorithms
- semi automatic
- monte carlo
- ensemble learning
- feature selection
- imbalanced data
- software testing
- random sampling
- machine learning methods
- test data
- training set
- support vector
- classification models
- game theory
- fully automatic
- roc curve
- extracted features
- supervised classification
- training examples
- semi supervised
- sampling methods
- sampling strategy
- decision trees