Privacy-Aware Randomized Quantization via Linear Programming

Zhongteng Cai, Xueru Zhang, Mohammad Mahdi Khalili

Differential privacy mechanisms such as the Gaussian or Laplace mechanism have been widely used in data analytics for preserving individual privacy. However, they are mostly design…