3 citations · 3 across the 5 of their papers we have counts for
5 papers
Private Generative Bootstrap via Blocking
Jinwon Sohn, Veronika Ročková
With AI systems gaining more access to individuals' information, it is important to protect privacy when reporting statistical answers. Equally important is to privatize the report…
Statistical Matching via Schrödinger Bridge beyond Conditional Independence
Eunho Koo, Tongseok Lim, Jinwon Sohn
Statistical matching combines partially overlapping datasets that share covariates but observe the target and auxiliary variables separately. Classical approaches typic…
Monotone Curve Estimation via Convex Duality
Tongseok Lim, Kyeongsik Nam, Jinwon Sohn
A principal curve serves as a powerful tool for uncovering underlying structures of data through 1-dimensional smooth and continuous representations. On the basis of optimal transp…
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…
Functional clustering methods for binary longitudinal data with temporal heterogeneity
Jinwon Sohn, Seonghyun Jeong, Young Min Cho +1
In the analysis of binary longitudinal data, it is of interest to model a dynamic relationship between a response and covariates as a function of time, while also investigating sim…