PeGS: Perturbed Gibbs Samplers that Generate Privacy-Compliant Synthetic Data.
Yubin ParkJoydeep GhoshPublished in: Trans. Data Priv. (2014)
Keyphrases
- synthetic data
- real image data
- data sets
- markov chain monte carlo
- real world
- automatically generate
- privacy preserving
- mri data
- privacy aware
- original data
- personal information
- probabilistic model
- experimental study
- monte carlo
- random sampling
- posterior distribution
- sensitive information
- privacy concerns
- active learning
- legal issues
- bayesian networks