Exact Privacy Guarantees for Markov Chain Implementations of the Exponential Mechanism with Artificial Atoms.
Jeremy SeemanMatthew ReimherrAleksandra B. SlavkovicPublished in: CoRR (2022)
Keyphrases
- markov chain
- privacy guarantees
- privacy preserving
- differential privacy
- steady state
- transition probabilities
- stationary distribution
- random walk
- data quality
- privacy protection
- markov model
- state space
- monte carlo
- monte carlo method
- monte carlo simulation
- private data
- markov chain monte carlo
- transition matrix
- anonymized data
- third party
- data mining techniques
- support vector machine