Lower Bounds for Locally Private Estimation via Communication Complexity. Duchi, J. & Rogers, R. In Beygelzimer, A. & Hsu, D., editors, Proceedings of the Thirty-Second Conference on Learning Theory, volume 99, of Proceedings of Machine Learning Research, pages 1161–1191, Phoenix, USA, June, 2019. PMLR.
bibtex   
@inproceedings{DuchR19,
  address =       {Phoenix, USA},
  author =        {Duchi, John and Rogers, Ryan},
  booktitle =     {Proceedings of the Thirty-Second Conference on
                   Learning Theory},
  editor =        {Beygelzimer, Alina and Hsu, Daniel},
  month =         jun,
  pages =         {1161--1191},
  publisher =     {PMLR},
  series =        {Proceedings of Machine Learning Research},
  title =         {Lower Bounds for Locally Private Estimation via
                   Communication Complexity},
  volume =        {99},
  year =          {2019},
}

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