Data Mining
Machine Learning
Industrial Artificial Inteiligence
Education
(2015.8) Ph.D., Industrial Engineering, Seoul National University, Seoul, Korea
(2011.2) B.S., Industrial Engineering, Seoul National University, Seoul, Korea
Experience
(2017.9 ~ present) Associate Professor, Department of Systems Management Engineering (Industrial Engineering),Sungkyunkwan University, Suwon, Korea
(2018.1 ~ 12) Visiting Scholar, Courant Institute of Mathematical Sciences, New York University, New York, NY, USA
(2017.9 ~ 2023.8) Assistant Professor, Department of Systems Management Engineering (Industrial Engineering),Sungkyunkwan University, Suwon, Korea
(2015.9 ~ 2017.8) Research Staff Member, Samsung Advanced Institute of Technology, Suwon, Korea
Journal Articles
(2025)
Why does this query need to be labeled?: Enhancing active learning through explanation-based interventions in query selection.
EXPERT SYSTEMS WITH APPLICATIONS.
290,
1
(2025)
Interpretation of chemical reaction yields with graph neural additive network.
MACHINE LEARNING-SCIENCE AND TECHNOLOGY.
6,
1
(2025)
Frost forecasting via weakly-supervised semantic segmentation of satellite imagery.
GISCIENCE & REMOTE SENSING.
62,
1
(2025)
GK2A 자료를 이용한 약한 지도 학습 기반의 전천(All-Sky) 해수면온도 산출.
대한원격탐사학회지.
41,
2
(2025)
Enhancing chemical reaction search through contrastive representation learning and human-in-the-loop.
JOURNAL OF CHEMINFORMATICS.
17,
1
(2024)
Training-free approach to constructing ensemble of local experts.
Expert Systems with Applications.
257,
1
(2024)
산업공학에서의 데이터과학: 과거와 현재, 그리고 미래.
대한산업공학회지.
50,
6
(2024)
CFD-ML: Stream-based active learning of computational fluid dynamics simulations for efficient product design.
COMPUTERS IN INDUSTRY.
161,
1
(2024)
Score distillation for anomaly detection.
KNOWLEDGE-BASED SYSTEMS.
295,
1
(2024)
Knowledge distillation with insufficient training data for regression.
ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE.
132,
1
(2024)
Dynamic ensemble of regression neural networks based on predictive uncertainty.
COMPUTERS & INDUSTRIAL ENGINEERING.
190,
1
