private_objective_perturbation

Implementation of OPDisc.

If you find thie repository useful for your research, please consider citing our work:

@article{neel2019differentially,
  title={Differentially private objective perturbation: Beyond smoothness and convexity},
  author={Neel, Seth and Roth, Aaron and Vietri, Giuseppe and Wu, Zhiwei Steven},
  journal={arXiv preprint arXiv:1909.01783},
  year={2019}
}

Requirements

To run the code the following packages need to be installed:

• Gurobi solver.
• Python package gurobipy. Avaiable with Anaconda.

Dataset

We include dataset.

• Adult Income