@article{differentiallyprivatebayesianoptimizatio,
  title = {Differentially Private Bayesian Optimization},
  author = {Matt J. Kusner and Jacob R. Gardner and Roman Garnett and Kilian Q. Weinberger},
  year = {2015},
  eprint = {1501.04080},
  archivePrefix = {arXiv},
  url = {http://arxiv.org/abs/1501.04080v2},
}