Scale Analysis and Shape Selection for the Generalized Gaussian Mechanism under Approximate Differential Privacy

Xiang Zhang, Mohamedou Ould Haye, Yiqiang Q. Zhao

Differential privacy provides a rigorous framework for protecting private information, typically achieved by adding random noise to query results. The generalized Gaussian family i…