Exact Inference with Approximate Computation for Differentially Private Data via Perturbations.
Ruobin GongPublished in: J. Priv. Confidentiality (2022)
Keyphrases
- private data
- exact inference
- graphical models
- approximate inference
- bayesian networks
- privacy preserving
- probabilistic inference
- data sharing
- belief networks
- belief propagation
- differential privacy
- private information
- sensitive information
- privacy protection
- latent variables
- random variables
- data privacy
- third party
- conditional random fields
- dynamic bayesian networks
- structured prediction
- energy function
- graph cuts
- personal data
- probabilistic model
- special case