DP

API reference: pe.dp package.

pe.dp.dp.DP is responsible for implementing the differential privacy mechanism. It has the following key methods:

• pe.dp.dp.DP.set_epsilon_and_delta(): Set the privacy budget for the differential privacy mechanism.

• pe.dp.dp.DP.add_noise(): Add noise to the histogram values to achieve differential privacy.

Available Differential Privacy Mechanisms

Currently, the following differential privacy mechanisms are implemented:

• pe.dp.gaussian.Gaussian: The Gaussian mechanism, which adds Gaussian noise to the histogram values.