DP-EM: Differentially Private Expectation Maximization
A practical private EM algorithm that overcomes this challenge by using a novel moment perturbation formulation for differentially private EM (DP-EM), and the use of two recently developed composition methods to bound the privacy “cost” of multiple EM iterations: the moments accountant (MA) and zero-mean concentrated di...