Jeong Eul Kwon (권정을)
Ph.D. Student
Korea University
handmadeoutlier@korea.ac.kr
Hello, my name is Jeong Eul, and I am a Ph.D. student at Korea University, advised by Hyo Kyung Lee. My primary research areas are (Irregularly sampled) Multivariate Time-series modeling and learning method for healthcare system of intensive care unit. My research interests include (1) Causal machine learning, (2) Domain adaptation, (3) Meta learning.
Causal machine learning
Early prediction of shock
Irregularly sampled time series
Domain adaptation
Publications
Mind the Missing: Variable-Aware Representation Learning for Irregular EHR Time Series using Large Language Models [PDF]
Jeong Eul Kwon, Joo Heung Yoon, and Hyo Kyung Lee
Collaborated with UPMC
Arxiv
Jeong Eul Kwon, Joo Heung Yoon, and Hyo Kyung Lee
Collaborated with UPMC
Arxiv
CLEAR-Shock: Contrastive LEARning for Shock [PDF]
Jeong Eul Kwon, Sung Woo Lee, Su Jin Kim, Kap Su Han, Sijin Lee, Juhyun Song, and Hyo Kyung Lee
Collaborated with KUMC
IEEE Journal of Biomedical and Health Informatics
Jeong Eul Kwon, Sung Woo Lee, Su Jin Kim, Kap Su Han, Sijin Lee, Juhyun Song, and Hyo Kyung Lee
Collaborated with KUMC
IEEE Journal of Biomedical and Health Informatics
Sequential anomaly detection for continuous prediction of unexpected ICU admission from emergency department [PDF]
Sooho Choi, Gyumin Kim, Jeong Eul Kwon, and Hyo Kyung Lee
IEEE Access
Sooho Choi, Gyumin Kim, Jeong Eul Kwon, and Hyo Kyung Lee
IEEE Access
Project Experience
기계학습 기반 이종데이터 분류 알고리즘 개발, 한국과학기술정보연구원 (2022.04~2022.10)
Research Intern at Data Science Lab (Myongji University)
Research Intern at Data Science Lab (Myongji University)
Awards and Honors
우수논문상 at Korea University (2025.08)
대한의료정보학회 학술상 at KOSMI (2023.12)
대한의료정보학회 학술상 at KOSMI (2023.12)
Education
Myongji University
B.S. in Industrial Management Engineering (2019.03 ~ 2023.02)
Korea University
M.S. in Industrial Management Engineering (2023.09 ~ 2025.08)
Korea University
Ph.D. in Industrial Management Engineering (2025.09 ~ present)