Private Posterior distributions from Variational approximations

Vishesh Karwa, Dan Kifer, Aleksandra B. Slavković

Privacy preserving mechanisms such as differential privacy inject additional randomness in the form of noise in the data, beyond the sampling mechanism. Ignoring this additional no…