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20182023
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.ML2023

Differentially Private Topological Data Analysis

Taegyu Kang, Sehwan Kim, Jinwon Sohn +1

This paper is the first to attempt differentially private (DP) topological data analysis (TDA), producing near-optimal private persistence diagrams. We analyze the sensitivity of p…