Scholar
Minwoo Kim
Google Scholar ID: ODj0cwEAAAAJ
Department of Statistics, Seoul National University
Citations & Impact
Citations
3
H-index
1
i10-index
0
Publications
4
Co-authors
3
list available
Publications
Resume (English only)
Academic Achievements
- 1. 'Variable selection and basis learning for ordinal classification', accepted for publication in Journal of Computational and Graphical Statistics.
- 2. 'Differently Private Multivariate Statistics with an Application to Contingency Table Analysis', published in Electronic Journal of Statistics, Volume 19, Issue 1, Pages 1507-1569.
- 3. 'Sparse ordinal discriminant analysis', published in Biometrics, Volume 80, Issue 1.
- 4. 'Enhanced Differentially Private Mechanisms via Empirical Bayes', submitted.
- 5. 'Robust and differentially private PCA for non-Gaussian data', submitted.
- 6. 'Non-asymptotic error bound for sparse low-rank structured GEP', manuscript.
Research Experience
- Postdoctoral researcher at the Research Institute of Basic Sciences of Seoul National University starting from March 2025. Working on research topics including differentially private PCA, statistical analysis of data privacy, etc.
Education
- Ph.D., Department of Statistics, Seoul National University, Advisor: Sungkyu Jung, Time: Recently completed
Background
- Research interests include differentially private PCA, statistical analysis of data privacy, high-dimensional multivariate statistical methods, and generalized eigenvalue problems. Also interested in nonparametric empirical Bayes estimation and the role between statistical robustness and data privacy.
Miscellany
- Contact: ekfgusdl@snu.ac.kr or mwkim.stat@gmail.com
