Metric geometry of the privacy-utility tradeoff.
March BoedihardjoThomas StrohmerRoman VershyninPublished in: CoRR (2024)
Keyphrases
- differential privacy
- privacy requirements
- privacy preserving
- data anonymization
- privacy preservation
- three dimensional
- utility function
- personal information
- privacy protection
- trade off
- distance measure
- geodesic distance
- internal camera parameters
- anonymized data
- security risks
- sensitive information
- distance function
- metric space
- private information
- security issues
- privacy concerns
- similarity metric
- euclidean distance
- evaluation metrics
- distance metric
- disclosure risk
- computational complexity
- private data
- data security
- privacy policies
- metric learning
- privacy preserving data mining
- quality metrics