Search Results for author: Anand Sarwate

Found 2 papers, 1 papers with code

Near-optimal Differentially Private Principal Components

no code implementations NeurIPS 2012 Kamalika Chaudhuri, Anand Sarwate, Kaushik Sinha

In this paper we investigate the theory and empirical performance of differentially private approximations to PCA and propose a new method which explicitly optimizes the utility of the output.

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