Viveck R. Cadambe
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The paper demonstrates that by introducing carefully designed correlations among locally added noise variables, local differential privacy mechanisms can achieve an estimation cost matching the optimal centralized differential privacy cost.
This paper lays the theoretical foundation for incorporating public data into differential privacy mechanisms for improved synthetic data generation.
Papers
Optimal Domain-Aware Privacy Mechanisms for Synthetic Data Generation
Sajani Vithana, Sangwon Jung, Haoyang Hu, Viveck R. Cadambe +2 more
This paper lays the theoretical foundation for incorporating public data into differential privacy mechanisms for improved synthetic data generation.