Local Differential Privacy Is Equivalent to Contraction of $E_{\gamma }$-Divergence

Shahab Asoodeh, Maryam Aliakbarpour, Flavio P. Calmon

We investigate the local differential privacy (LDP) guarantees of a randomized privacy mechanism via its contraction properties. We first show that LDP constraints can be equivalen…