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Finite Sample Guarantees of Differentially Private Expectation Maximization Algorithm

Finite Sample Guarantees of Differentially Private Expectation Maximization Algorithm

(Gradient) Expectation Maximization (EM) is a widely used algorithm for estimating the maximum likelihood of mixture models or incomplete data problems. A major challenge facing this popular technique is how to effectively preserve the privacy of sensitive data. Previous research on this problem has already lead to the discovery of …