Bounds for Privacy-Utility Trade-off with Non-zero Leakage.
Amirreza ZamaniTobias J. OechteringMikael SkoglundPublished in: ISIT (2022)
Keyphrases
- trade off
- differential privacy
- privacy requirements
- privacy preserving
- data anonymization
- upper bound
- disclosure risk
- personal information
- contingency tables
- privacy guarantees
- lower bound
- anonymized data
- utility function
- upper and lower bounds
- information leakage
- privacy aware
- private information
- data security
- privacy protection
- preserving privacy
- privacy issues
- private data
- individual privacy
- tight bounds
- average case
- information loss
- neural network
- legal issues
- statistical databases
- privacy preserving data mining
- personal data
- location privacy
- lower and upper bounds
- multi objective
- privacy preservation