Differentially Private Bayesian Inference for Exponential Families.
Garrett BernsteinDaniel SheldonPublished in: CoRR (2018)
Keyphrases
- bayesian inference
- differentially private
- variational bayes
- exponential family
- variational inference
- hidden variables
- markov chain monte carlo
- hyperparameters
- differential privacy
- probabilistic model
- prior information
- statistical inference
- maximum likelihood
- kl divergence
- graphical models
- particle filter
- expectation propagation
- closed form
- log likelihood
- density estimation
- statistical models
- privacy preserving
- mixture model
- missing values