Welcome to SEA Lab. in the Department of Industrial and Management Engineering at POSTECH !
We aim to provide better decision-making strategies for several types of stakeholders based on the better understanding of future dynamics in complex systems and interactions among stakeholders. Our approaches are mainly based on various techniques from optimization, stochastic process, and also economics.
Particularly, we have been conducting researches about “Business Operation/Policy Design” and “Sequential/Multi-agent Decision System Operation” based on (1) Optimization models under uncertainty (stochastic programming, robust optimization), (2) sequential decision process models (dynamic programming, reinforcement learning), and (3) multi-agent system models (game theory, multi-agent learning).
새로운 비즈니스 모델, 정책의 도입과 관련해 운영 구조를 설계 및 최적화하고
상품/서비스 가격을 책정하는 연구 분야
반복적 의사결정이 발생하는 혹은 여러 이해관계자들의 상호작용이 포함된
시스템에서의 최적 의사결정 및 시스템 운영 방안을 연구하는 분야
Stochastic Programing
Robust Optimization
Stochastic Dynamic Programming
Game Theory
Reinforcement Learning
Multi-agent Learning
We collaborate with industry companies, government agencies, and academic institutions on a wide range of research projects.
If you are interested in joining our lab, it is recommended to take the following courses or equivalent. (but not mandatory)
IMEN261 Operations Research I
IMEN272 Probability and Statistics for Engineers
IMEN281 Information System Technology
IMEN366 Operations Research II
IMEN472 Statistical Data Mining
IMEN473 Business Analytics
IMEN481 Simulation
SOSC321 Principles of Economics
SOSC421 Game Theory
CSED232 Object-Oriented Programming
CSED233 Data Structure
CSED442 Artificial Intelligence