Search Results for author: Jinwon Sohn

Found 2 papers, 2 papers with code

Fair Supervised Learning with A Simple Random Sampler of Sensitive Attributes

1 code implementation10 Nov 2023 Jinwon Sohn, Qifan Song, Guang Lin

As the data-driven decision process becomes dominating for industrial applications, fairness-aware machine learning arouses great attention in various areas.

Fairness

Differentially Private Topological Data Analysis

1 code implementation5 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

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