I am a 4th-year Ph.D. student in the Department of Statistics at Seoul National University under the supervision of Prof. Sungkyu Jung. Also, I am a member of the Statistical Learning Theory Lab.
Currently, I am working on some research topics including
differentially private PCA,
statistical analysis of data privcy,
high-dimensional multivariate statistical methods on ordinal categorical response data,
generalized eigenvalue problems (GEP).
Also, see my google scholar page.
To contact me, email on
ekfgusdl@snu.ac.kr
Publications
(*: 1st author, ^: corresponding author)
Sangil Han*, Minwoo Kim, Sungkyu Jung and Jeongyoun Ahn^ (2024), "Sparse ordinal discriminant analysis", Biometrics, 80(1), ujad040. (link)
Preprints and work in progress
Minwoo Kim*, Jonghyeok Lee*, Seung Woo Kwak and Sungkyu Jung^. "Differentially Private Multivariate Statistics with an Application to Contingency Table Analysis", submitted. (arXiv)
Minwoo Kim*, Sangil Han, Jeongyoun Ahn and Sungkyu Jung^. "Variable selection and basis learning for ordinal classification", submitted. (arXiv)
Minwoo Kim* and Sungkyu Jung^. “Non-asymptotic error bound for sparse low-rank structured GEP”, manuscript.