/Laplace-and-Exponential-mechanisms-for-privacy

Applying Laplace and exponential mechanisms to add random noise to data for differential privacy. Plotting MSE vs. epsilon.

Primary LanguagePythonApache License 2.0Apache-2.0

Laplace-and-Exponential-mechanisms-for-privacy


Application of Laplace and Exponential mechanisms to add random noise to data for differential privacy. Plotting MSE vs. epsilon.


The dataset is Adult dataset from UCI ML Repository. However, the mechanisms could be applied on any existing or newly generated dataset.