Differentially Private Empirical Risk Minimization under the Fairness Lens.
Cuong TranMy H. DinhFerdinando FiorettoPublished in: NeurIPS (2021)
Keyphrases
- differentially private
- empirical risk minimization
- differential privacy
- statistical learning theory
- uniform convergence
- vc dimension
- empirical risk
- rates of convergence
- phase transition
- computationally tractable
- theoretical framework
- machine learning
- privacy preserving
- active learning
- learning rate
- inductive inference
- learning theory
- contingency tables
- feature extraction