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• W2954455890 abstract "The exponential mechanism is a fundamental tool of Differential Privacy (DP) due to its strong privacy guarantees and flexibility. We study its extension to settings with summaries based on infinite dimensional outputs such as with functional data analysis, shape analysis, and nonparametric statistics. We show that one can design the mechanism with respect to a specific base measure over the output space, such as a Guassian process. We provide a positive result that establishes a Central Limit Theorem for the exponential mechanism quite broadly. We also provide an apparent negative result, showing that the magnitude of the noise introduced for privacy is asymptotically non-negligible relative to the statistical estimation error. We develop an ep-DP mechanism for functional principal component analysis, applicable in separable Hilbert spaces. We demonstrate its performance via simulations and applications to two datasets." @default.
• W2954455890 created "2019-07-12" @default.
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• W2954455890 date "2019-01-30" @default.
• W2954455890 modified "2023-09-23" @default.
• W2954455890 title "Benefits and Pitfalls of the Exponential Mechanism with Applications to Hilbert Spaces and Functional PCA" @default.
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• W2954455890 hasPublicationYear "2019" @default.
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