About
I am a Master's student at POSTECH (Pohang University of Science and Technology), Department of Industrial and Management Engineering, working in Professor Young-Myoung Ko's Large-scale Stochastic Systems Laboratory.
My primary research interests are Time-Series Foundation Models, Forecasting, and Anomaly Detection. I am developing demand forecasting methodologies through research on hybrid models that combine decomposition techniques with deep learning.
Experience
Research Assistant · POSTECH
Designing and implementing AI solutions based on LG Electronics' MLOps platform (MELLERIKAT). Advised by Prof. Young-Myoung Ko.
- MLOps
- AI Solution
- Deep Learning
Data Science Researcher · Impactive AI
Internship focusing on data science research and development.
- Data Science
- AI
- Research
Research Assistant · T-Lab, HGU
Research on advanced time-series forecasting model methodologies. Advised by Prof. Doohee Chung.
- Time-Series
- Forecasting
- Deep Learning
Research Assistant · LINC 3.0
National Research Foundation funded research. Korean food overseas market demand forecasting modeling.
- Demand Forecasting
- Market Analysis
Teaching Assistant · HGU
Teaching assistant for Big Data Analysis course.
- Big Data
- Teaching
Publications
Methodology for Advanced Time Series Demand Forecasting: A Hybrid Model of Decomposition and Deep Learning
Juyoung Ha, Sungwon Lee, Sooyeon Jung, Doohee Chung
Intelligent Systems With Applications
AcceptedThe Impact of ESG Management on the Fintech Industry: Focused on the Case of KakaoPay's Inclusion in the MSCI Index
Hanjin Lee, Juyoung Ha, Gaeun Son, Subin Kim, Donghyun Yoon
Journal of Korea IT Services, 22(4), 171-184
KCIThe Impact of Introducing Autonomous Buses Based on Demand Response Transport (DRT) in Pohang City
Sungkyung Kim, Jeongho Kim, Sunghee Park, Youngseo Lee, Juyoung Ha
Proceedings of the Regular Conference of the Korea Management Information Society
Oral PresentationHybrid Model Method and Apparatus for Product Demand Forecasting Using Decomposition Techniques and Machine Learning
Application Number: 10-2023-0142372
Korean Patent
Awards & Honors
Skills
Education
POSTECH (Pohang University of Science and Technology)
M.S. in Industrial and Management Engineering
2024.08 - Present
Advisor: Prof. Young-Myoung Ko
Handong Global University
B.S. in AI Convergence & Entrepreneurship Management (Double Major)
2018.03 - 2024.08
GPA: 4.13/4.5 (Major: 4.31/4.5)