On the 'Semantics' of Differential Privacy: A Bayesian Formulation.
Shiva Prasad KasiviswanathanAdam D. SmithPublished in: J. Priv. Confidentiality (2014)
Keyphrases
- bayesian formulation
- differential privacy
- differentially private
- bayesian framework
- privacy preserving
- private data
- probability density function
- privacy guarantees
- posterior probability
- data sharing
- privacy preservation
- data privacy
- databases
- expectation maximization
- data sets
- personal information
- privacy protection
- prior knowledge
- image segmentation
- information retrieval
- machine learning