Bounds for Privacy-Utility Trade-off with Non-zero Leakage.
Amirreza ZamaniTobias J. OechteringMikael SkoglundPublished in: CoRR (2022)
Keyphrases
- trade off
- differential privacy
- privacy requirements
- privacy preserving
- upper bound
- data anonymization
- information leakage
- lower bound
- personal information
- private information
- upper and lower bounds
- sensitive information
- security issues
- privacy protection
- privacy preserving data mining
- private data
- anonymized data
- error bounds
- utility function
- privacy guarantees
- worst case
- expected utility
- worst case bounds
- disclosure risk
- privacy aware
- privacy preservation
- privacy concerns
- neural network
- data security
- vc dimension
- information loss
- security concerns
- preserving privacy
- data privacy
- lower and upper bounds
- uniform convergence
- legal issues
- data sharing
- confidence bounds
- genetic algorithm
- database