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20042019
most citedBenefits and Pitfalls of the Exponential Mechanism with Applications to Hilbert Spaces and Functional PCA

10 citations · 10 across the 2 of their papers we have counts for

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stat.ME2018

pMSE Mechanism: Differentially Private Synthetic Data with Maximal Distributional Similarity

Joshua Snoke, Aleksandra Slavković

We propose a method for the release of differentially private synthetic datasets. In many contexts, data contain sensitive values which cannot be released in their original form in…

stat.ME2017

Providing Accurate Models across Private Partitioned Data: Secure Maximum Likelihood Estimation

Joshua Snoke, Timothy R. Brick, Aleksandra Slavkovic +1

This paper focuses on the privacy paradigm of providing access to researchers to remotely carry out analyses on sensitive data stored behind firewalls. We address the situation whe…