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}
}
To run the code the following packages need to be installed:
- Gurobi solver.
- Python package gurobipy. Avaiable with Anaconda.
We include dataset.
- Adult Income