Differentially private empirical risk minimization for AUC maximization.
Puyu WangZhenhuan YangYunwen LeiYiming YingHai ZhangPublished in: Neurocomputing (2021)
Keyphrases
- differentially private
- empirical risk minimization
- differential privacy
- uniform convergence
- statistical learning theory
- model selection
- generalization bounds
- vc dimension
- empirical risk
- class distribution
- decision trees
- objective function
- feature selection
- rates of convergence
- computationally tractable
- phase transition
- learning algorithm
- data sets
- privacy preserving
- training set
- real valued
- probabilistic model