Differential Privacy for Bayesian Inference through Posterior Sampling

Christos Dimitrakakis, Blaine Nelson, Zuhe Zhang, Aikaterini Mitrokotsa, Benjamin I. P. Rubinstein. Differential Privacy for Bayesian Inference through Posterior Sampling. Journal of Machine Learning Research, 18, 2017. [doi]

@article{DimitrakakisNZM17,
  title = {Differential Privacy for Bayesian Inference through Posterior Sampling},
  author = {Christos Dimitrakakis and Blaine Nelson and Zuhe Zhang and Aikaterini Mitrokotsa and Benjamin I. P. Rubinstein},
  year = {2017},
  url = {http://jmlr.org/papers/v18/papers/v18/15-257.html},
  researchr = {https://researchr.org/publication/DimitrakakisNZM17},
  cites = {0},
  citedby = {0},
  journal = {Journal of Machine Learning Research},
  volume = {18},
}