Differentially Private Topological Data Analysis

1 code implementation • 5 May 2023 • Taegyu Kang, Sehwan Kim, Jinwon Sohn, Jordan Awan

We analyze the sensitivity of persistence diagrams in terms of the bottleneck distance, and we show that the commonly used \v{C}ech complex has sensitivity that does not decrease as the sample size $n$ increases.

Topological Data Analysis