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Zeki Kazan

2 accepted papers

2024

Prior-itizing Privacy: A Bayesian Approach to Setting the Privacy Budget in Differential Privacy

NeurIPS 2024poster

When releasing outputs from confidential data, agencies need to balance the analytical usefulness of the released data with the obligation to protect data subjects' confidentiality. For releases satisfying differential privacy, this balance is reflected by the privacy budget, $\varepsilon$. We provi…

2023

The Test of Tests: A Framework for Differentially Private Hypothesis Testing

ICML 2023poster

We present a generic framework for creating differentially private versions of any hypothesis test in a black-box way. We analyze the resulting tests analytically and experimentally. Most crucially, we show good practical performance for small data sets, showing that at ε = 1 we only need 5-6 times…