Jeong Eul Kwon (권정을)

Ph.D. Student
Korea University
handmadeoutlier@korea.ac.kr

Hello, my name is Jeong Eul Kwon, and I am a integrated M.S./Ph.D. student at Korea University, advised by Hyo Kyung Lee. My primary research areas are (Irregularly sampled) multivariate time-series modeling and time series counterfactual estimation.

My works
Illustration of risk over time
Counterfactual risk estimation
Causal machine learning
Irregularly sampled time series
Representation learning

Publications

Submitted

From Hemodynamic Stability to Survival: A Validated Multi-Agent Reinforcement Learning Framework for ICU Shock Management with Machine-in-the-loop System

Jong Hoon Kim, Jeong Eul Kwon, Jeuen Kim, Hyo Kyung Lee*, and Joo Heung Yoon*

Collaborated with UPMC

JMIR Mhealth and Uhealth

Effectiveness of Wrist-Worn Wearable-Guided Cardiac Rehabilitation Delivered Through Fully Remote or Hybrid Programs in Patients With Cardiovascular Disease: Systematic Review and Meta-Analysis of Randomized Controlled Trials

Jun Hwan Choi, So Young Lee, Kyung Cheon Seo, Sang Yoon Lee, Hyo Kyung Lee, Hyun Ryu, Dongbin Heo, Jong Hoon Kim, Jeong Eul Kwon, Bo Ryun Kim*, Michael Y. Lee*

Collaborated with KUMC

PDF
Submitted

Mind the Missing: Variable-Aware Representation Learning for Irregular EHR Time Series using Large Language Models

Jeong Eul Kwon, Joo Heung Yoon, and Hyo Kyung Lee*

Collaborated with UPMC

PDF
IEEE JBHI

CLEAR-Shock: Contrastive LEARning for Shock

Jeong Eul Kwon, Sung Woo Lee, Su Jin Kim, Kap Su Han, Sijin Lee, Juhyun Song, and Hyo Kyung Lee*

Collaborated with KUMC

PDF
IEEE Access

Sequential anomaly detection for continuous prediction of unexpected ICU admission from emergency department

Sooho Choi, Gyumin Kim, Jeong Eul Kwon, and Hyo Kyung Lee*

PDF
Project Experience
기계학습 기반 이종데이터 분류 알고리즘 개발, 한국과학기술정보연구원 (2022.04~2022.10)
Awards and Honors
우수논문상, Korea University (2025.08)
대한의료정보학회 학술상, KOSMI (2023.12)
빅콘테스트 데이터분석분야 퓨처스부문 우수상, 제 10회 2022 빅콘테스트 (2022.12)
Education
Korea University
Integrated M.S./Ph.D. in Industrial Management Engineering (2023.09 ~ present)
Myongji University
B.S. in Industrial Management Engineering (2019.03 ~ 2023.02)