A Bias-Variance-Privacy Trilemma for Statistical Estimation.
Gautam KamathArgyris MouzakisMatthew RegehrVikrant SinghalThomas SteinkeJonathan R. UllmanPublished in: CoRR (2023)
Keyphrases
- statistical estimation
- bias variance
- trade off
- bias variance decomposition
- privacy preserving
- image segmentation
- low variance
- sensitive information
- privacy preserving data mining
- private information
- personal information
- differential privacy
- privacy protection
- privacy issues
- personal data
- statistical databases
- knowledge discovery
- data privacy
- privacy preservation
- security issues
- privacy policies
- sensitive data
- search engine
- information loss
- prior knowledge
- decision trees
- social networks