Breaking Fair Binary Classification with Optimal Flipping Attacks.
Changhun JoJy-yong SohnKangwook LeePublished in: ISIT (2022)
Keyphrases
- binary classification
- multi class
- learning problems
- support vector
- multi label
- cost sensitive
- multi class classification
- support vector machine
- prediction accuracy
- binary classifiers
- worst case
- generalization error
- optimal solution
- ensemble methods
- class imbalance
- decision trees
- image processing
- markov random field
- upper bound