Graduate School of Information
SungSoo Kim (김성수)
Integrated PhD program
Major in Business Analytics (비즈니스 빅데이터 분석), Graduate School of Information, Yonsei University
Undergraduate major: Computer Science
Research Interests: Reinforcement Learning, Explainable AI, Financial Data Analysis & Deep Learning
Publication:
- Minjae Shin† , Sungsoo Kim† , Youngjin Kim† , Ahhyun Song, Yeeun Kim, Ha Young Kim*, "Development of an HVAC system control method using weather forecasting data with deep reinforcement learning algorithms ," accepted, Building and Environment, [IF 2022: 7.4, Rank:6/139 (Engineering, Civil), IF(%)=4.0 < 5%] (SCIE).
- Sungsoo Kim†, Jeongeun Park†, Donguk Yang, Dongyup Shin, J. Kim, H. Erick Ryu, Ha Young Kim*, "Ultra-lightweight face activation for dynamic vision sensor with convolutional filter-level fusion using facial landmarks", Expert Systems With Applications, Vol. 205, Nov. 2022, 11779. [IF 2021: 8.665, Rank:23/276 (ENGINEERING, ELECTRICAL & ELECTRONIC), IF(%)=8.152 < 10%] (SCIE).
Kisu Lee (이기수)
Integrated PhD program
Major in Business Analytics (비즈니스 빅데이터 분석), Graduate School of Information, Yonsei University
Undergraduate major: Mathematics/Management
Research Interests : Data Analysis, Computational Finance, Machine Learning, Deep Learning
Publication:
- Jeongeun Park†, Kisu Lee†, Ha Young Kim*, "Integrated recognition assistant framework based on deep learning for autonomous driving: Human-like restoring damaged road sign information," accepted, International Journal of Human-Computer Interaction, [IF 2021: 4.920, Rank:2/16 (ERGONOMICS), IF(%)=9.375 < 10%] (SSCI/SCIE).
- Kisu Lee, Sanghyo Lee *, Ha Young Kim*, "Deep Learning-Based Defect Detection Framework for Ultra High Resolution Images of Tunnels", Sustainability, vol. 15, no. 2, Jan 2023, 1292 [IF 2021: 3.889] (SCIE).
-Kisu Lee, Sanghyo Lee *, Ha Young Kim*, "Bounding-box Object Augmentation with Random Transformations for Automated Defect Detection in Residential Building façades", Automation in Construction, vol. 135, March 2022, 104138 [IF 2021: 10.517, Rank: 1/138 (ENGINEERING, CIVIL), IF(%)=0.362 < 1%] (SCIE).
- Kisu Lee, Goopyo Hong, Sael Lee, Sanghyo Lee *, Ha Young Kim *, "MultiDefectNet: Multi-class Defect Detection of Building Façade based on Deep Convolutional Neural Network, Sustainability 2020, 12(22), 9785 [IF 2019: 2.576] (SCIE, SSCI)
- Kisu Lee, Sanghyo Lee , Ha Young Kim *, "Accelerating multi-class defect detection of building façades using knowledge distillation of DCNN-based model", accepted, International Journal of Sustainable Building Technology & Urban Development, 2021. (SCOPUS)
ByungDo Cheon (전병도)
PhD program
Major in Business Analytics (비즈니스 빅데이터 분석), Graduate School of Information, Yonsei University
bydoc314@gmail.com
Undergraduate major: Physics, Pure Math
Research Interests : Financial Data Analysis, Deep Learning
Publication:
-Jongseong Bae, Byung Do Cheon, Ha Young Kim*, "Pro-attention: Efficient Probability Distribution Matching-based Attention through Feature Space Conversion", IEEE Access, vol. 10, Dec. 2022, pages 131192-131201. [IF 2021: 3.476] (SCIE)
Gun-gil Lee (이건길)
PhD program
Major in Business Analytics (비즈니스 빅데이터 분석), Graduate School of Information, Yonsei University
laboss@yonsei.ac.kr
Master major: Management Information System (Data Mining)
Research Interests: Data Science, Machine Learning, Deep Learning, Data Modeling, Data driven Game Design
Susang Kim (김수상)
PhD program
Major in Business Analytics (비즈니스 빅데이터 분석), Graduate School of Information, Yonsei University
Work in Industrial AI Research, POSCO ICT
healess1@gmail.com
Master major: Innovation and Technology Management
Undergraduate major: Computer Science & Engineering
Research Interests: Deep Learning, Computer Vision, Model Compression
Hyukjae Kwon (권혁재)
MS program
Major in Business Analytics (비즈니스 빅데이터 분석), Graduate School of Information, Yonsei University
kwon991015@naver.com
Undergraduate major: Information management and system
Research Interests : Computational Finance, Deep Learning, Financial Data Analysis, NLP
Publication:
- Jean Ho Kim†, Hyuk Jae Kwon†, Ha Young Kim*, "MPC-TimesNet: Time-series Long-term Forecasting Air Pollution with Multiple Periodicity Consideration Model," Journal of Knowledge Information Technology and Systems (한국지식정보기술학회 논문지), vol. 18, no. 6, Dec. 2023.(KCI).
- Hyuk-Jae Kown†, Minchae kim†, Ha Young Kim*, "DTD Transformer-MAF: Estimating the long-term exchange rates with emphasis on various contextual information at adjacent points in time," Forthcoming, Journal of Knowledge Information Technology and Systems (한국지식정보기술학회 논문지), vol. 18, no. 4, pp. 141-155, Aug. 2023.(KCI).
Jinnyeong Heo (허진녕)
MS program
Major in Business Analytics (비즈니스 빅데이터 분석), Graduate School of Information, Yonsei University
wlssud132@gmail.com
Undergraduate major: Business Administration
Research Interests : Deep Learning, Computer Vision, Data Analysis
Publication:
- Jin Nyeong Heo†, Yeong-In Lee†, Ha Young Kim*, "Pothole Detection Using Deep Learning and Domain-Based Image Preprocessing Methods," Forthcoming, Journal of Knowledge Information Technology and Systems (한국지식정보기술학회 논문지), vol. 18, no. 5, Oct. 2023.(KCI).
Youngin Lee (이영인)
MS program
Major in Business Analytics (비즈니스 빅데이터 분석), Graduate School of Information, Yonsei University
annmismatch@gmail.com
Undergraduate major: Business Administration / Visual Media Design
Research Interests : Deep Learning, Computer Vision, Data Analysis
Publication:
- Jin Nyeong Heo†, Yeong-In Lee†, Ha Young Kim*, "Pothole Detection Using Deep Learning and Domain-Based Image Preprocessing Methods," Forthcoming, Journal of Knowledge Information Technology and Systems (한국지식정보기술학회 논문지), vol. 18, no. 5, Oct. 2023.(KCI).
Jinho Kim (김진호)
MS program
Major in Digital Business and Management (디지털경영), Graduate School of Information, Yonsei University
jdanielkim9710@gmail.com
Undergraduate major: Quantitative Risk Management
Research Interests : Financial Engineering, Financial data analysis, Deep Learning, Machine Learning
Publication:
- Jean Ho Kim†, Hyuk Jae Kwon†, Ha Young Kim*, "MPC-TimesNet: Time-series Long-term Forecasting Air Pollution with Multiple Periodicity Consideration Model," Journal of Knowledge Information Technology and Systems (한국지식정보기술학회 논문지), vol. 18, no. 6, Dec. 2023.(KCI).
HyeongWoo Jeon (전형우)
MS program
Major in Business Analytics (비즈니스 빅데이터 분석), Graduate School of Information, Yonsei University
hyeong1204@naver.com
Undergraduate major: Statistics and Actuarial Science
Research Interests : Machine Learning, Deep Learning, Computer Vision,
Jihoon Park (박지훈)
MS program
Major in AI Business Analytics (비즈니스 AI빅데이터 분석), Graduate School of Information, Yonsei University
zzang9jihoon@naver.com
Undergraduate major: Industrial and Management Engineering
Research Interests : Deep Learning, Natural Language Processing, Data Analytics