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Author

James R. Foulds

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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...

Mijung Park, James R. Foulds, Kamalika Chaudhuri et al. · 0 citations

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