Publications

Papers Under Review

• Hyeong Jin Hyun, and Xiao Wang.
  Neural Amortized Bayesian Computation.
• Hyeong Jin Hyun, Haibo Liu and Xiao Wang.
  Transport-induced Amortized Bayesian Computation.

Published Papers

• Yijia Liu, Hyeong Jin Hyun, and Xiao Wang.
  Regularized Physics-Informed Neural Networks for Parameter Estimation in Differential Equation Models.
  Technometrics (2026). [link]
• Hyeong Jin Hyun and Xiao Wang.
  Neural Conformal Inference for Jump Diffusion Processes.
  Journal of Econometrics (2025). [link]
• Hyeong Jin Hyun and Xiao Wang.
  Fast Cost-constrained High Dimensional Regression.
  Statistica Sinica (2024). [link]
• Hyeong Jin Hyun, Youngrae Kim, Sun Jo Kim, Joungyeon Kim, Johan Lim, Dong Kyu Lim, and Sung Won Kwon.
  Constrained principal component analysis with stochastically ordered scores for high-dimensional mass spectrometry data.
  Chemometrics and Intelligent Laboratory Systems (2021). [link]
• Joungyoun Kim, Hyeong-Jin Hyun, Eun-A Choi, Yonghwan Kim, Yoon-Jong Bae, Hee-Taik Kang.
  Metformin use reduced the risk of stomach cancer in diabetic patients in Korea: an analysis of Korean NHIS-HEALS database.
  Gastric Cancer (2020). [link]
• 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.
  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 (2020). [link]