Null It Out: Guarding Protected Attributes by Iterative Nullspace Projection.
Shauli RavfogelYanai ElazarHila GonenMichael TwitonYoav GoldbergPublished in: CoRR (2020)
Keyphrases
- null space
- linear discriminant analysis
- principal components
- novelty detection
- singular value decomposition
- theoretical guarantees
- face recognition
- discriminative information
- discriminant analysis
- learning algorithm
- singular values
- principal component analysis
- anomaly detection
- model selection
- dimensionality reduction
- lower bound
- feature extraction
- image processing
- machine learning