Privacy Amplification via Compression: Achieving the Optimal Privacy-Accuracy-Communication Trade-off in Distributed Mean Estimation.
Wei-Ning ChenDan SongAyfer ÖzgürPeter KairouzPublished in: CoRR (2023)
Keyphrases
- trade off
- privacy preserving
- privacy preserving data mining
- private information
- personal information
- security issues
- privacy preservation
- estimation error
- multi party
- high accuracy
- differential privacy
- distributed control
- sensitive information
- estimation accuracy
- privacy protection
- cooperative
- bias variance
- privacy concerns
- statistical databases
- data privacy
- error rate
- personal data
- communication overhead
- privacy policies
- privacy issues
- open systems
- distributed data
- computational complexity
- communication cost
- distributed environment
- prediction accuracy
- distributed systems
- dynamic programming
- computational cost
- classification accuracy
- preserving privacy
- spatially distributed
- location privacy
- distributed computation
- private data
- information loss
- peer to peer
- mobile agents
- data sharing