Hyeong Jin Hyun

Website: http://hyeongjinhyun.github.io/

Ph.D.: Purdue University 2025 (Statistics)

M.S.: Seoul National University 2020 (Statistics)

B.S.: Seoul National University 2018 (Mathematics)

B.S.: Seoul National University 2018 (Statistics)

My research lies at the intersection of deep learning and statistical methodology, with a focus on developing principled frameworks that bridge the two fields. I am particularly interested in simulation-based inference, likelihood-free inference, deep generative models, and conformal prediction, as well as their applications in real-world domains such as data privacy, healthcare, and finance.

2025 -2026 Postdoctoral Researcher, Purdue University,

Peer Reviewed Publications

Joungyoun Kim, Eun-A Choi, Ye-Eun Han, Jae-woo Lee, Ye-seul Kim, Yonghwan Kim, Hyo-Sun You, Hyeong-Jin Hyun, Hee-Taik Kang.  (2020). Association between statin use and all-cause mortality in cancer survivors, based on the Korean health insurance service between 2002 and 2015. Nutrition, Metabolism and Cardiovascular Diseases

Joungyoun Kim, Hyeong-Jin Hyun, Eun-A Choi, Yonghwan Kim, Yoon-Jong Bae, Hee-Taik Kang.  (2020). Metformin use reduced the risk of stomach cancer in diabetic patients in Korea: an analysis of Korean NHIS-HEALS database. Gastric Cancer

Hyeong Jin Hyun, Youngrae Kim, Sun Jo Kim, Joungyeon Kim, Johan Lim, Dong Kyu Lim, and Sung Won Kwon.  (2021). Constrained principal component analysis with stochastically ordered scores for high-dimensional mass spectrometry data. Chemometrics and Intelligent Laboratory Systems

Hyeong Jin Hyun and Xiao Wang.  (2024). Fast Cost-constrained High Dimensional Regression. Statistica Sinica

Hyeong Jin Hyun and Xiao Wang.  (2025). Neural Conformal Inference for jump diffusion processes. Journal of Econometrics

Yijia Liu, Hyeong Jin Hyun, and Xiao Wang.  (2026). Regularized Physics-Informed Neural Networks for Parameter Estimation in Differential Equation Models. Techonmetrics

Academic - 4428D French Hall, West
2815 Commons Way
Cincinnati  Ohio, 45219
hyunhi@ucmail.uc.edu