Exact Privacy Guarantees for Markov Chain Implementations of the Exponential Mechanism with Artificial Atoms.
Jeremy SeemanMatthew ReimherrAleksandra B. SlavkovicPublished in: NeurIPS (2021)
Keyphrases
- markov chain
- privacy guarantees
- privacy preserving
- differential privacy
- steady state
- monte carlo
- monte carlo method
- transition probabilities
- markov model
- data quality
- random walk
- stationary distribution
- state space
- privacy protection
- private data
- monte carlo simulation
- transition matrix
- markov chain monte carlo
- anonymized data
- private information
- machine learning
- data analysis