Associate Professor
Graduate School of Data Science, Chonnam National University, Gwangju, Korea.
Research Interest:
Mathematical Finance, Financial Engineering
Machine Learning-based Financial Data Analytics
Education:
Ph.D. in Mathematics (Financial Math), Yonsei University (2019.02)
M.Ed. in Mathematics Education, Incheon National University (2020.08)
B.S. in Mathematics with a Minor in Economics, Yonsei University (2010.08)
External Activities:
Director, The Korean Society for Industrial and Applied Mathematics (KSIAM), 2025.01 - 2026.12
(한국산업응용수학회 이사)
Committee Member, Big Data-driven Administration Committee, Gwangju Metropolitan City, 2025.04 - 2027.03
(광주광역시 빅데이터 기반 행정위원회 위원)
Ph.D in Financial Engineering, B.S. in Mathematics
Admission: Sep., 2024
Research Interest: Asset Pricing, Generative AI, Reinforcement Learning
M.S. in Data Science, B.S. in Mathematics
E-mail: songjaemin314@gmail.com
Admission: Mar., 2022
Research Interest: Machine Learning and AI in Finance, Merton Portfolio choice, Non-asymptotic convergence of diffusion model, Asset Pricing model
B.S. in Computer Science and Engineering
E-mail: chabtharin@gmail.com
Admission: Sep., 2024
Research Interest: Credit Scoring and Risk Management in Financial Market
B.A. in Economics and B.A. in Management (Dual Degree)
E-mail: sivnaseth@gmail.com
Admission: Sep., 2024
Research Interest: Quantitative Forecasting, Time Series Forecasting
B.A. in Business Administration
E-mail: jiheelee.ljh@gmail.com
Admission: Mar., 2025
Research Interest: Fraud Detection in Capital Markets
B.A. in Economics and Finance
E-mail: kjhebc@naver.com
Admission: Mar., 2025
Research Interest: Loan Screening Models in the Financial Industry
B.S. in Architectural Engineering
E-mail: rithsokpisal777@gmail.com
Admission: Feb., 2026
Research Interest: Deep Learning for High-Frequency Financial Forecasting
Admission: Mar., 2022
Admission: Sep., 2025
Admission: Mar., 2025
Admission: Mar., 2025
Admission: Mar., 2025
Admission: Mar., 2025
Admission: Mar., 2024
Admission: Mar., 2024
Admission: Sep., 2023
Admission: Mar., 2023
Graduation: Feb., 2026
Thesis: 딥러닝을 이용한 내재변동성 예측과 동적 계획법 기반의 조기행사 경계 추정
Working at Kwangju Bank (광주은행)
Graduation: Feb., 2026
Project: 부스팅 기반 모델과 불균형 데이터 처리 기법을 활용한 개인 채무불이행 예측 연구
Working at Korea Electric Power Corporation (한국전력공사)
Graduation: Feb., 2026
Project: 자산별 기술적 지표 결합 여부에 따른 LSTM 기반 투자전략 비교: S&P 500, KOSPI 200, 금 선물, 비트코인
Graduation: Feb., 2026
Project: 대출비교서비스 플랫폼 채널에 따른 고객 특성과 연체 가능성 예측 연구
Working at Kwangju Bank (광주은행)
Graduation: Aug., 2025
Thesis: LDA 토픽모델링을 활용한 국내 회계감사의 동향 분석: 학술논문과 언론 데이터를 바탕으로
Graduation: Aug., 2025
Project: 태양광 발전량 예측을 통한 공장 에너지 비용 추산
Graduation: Aug., 2025
Thesis: 자연어처리 기반 텍스트마이닝을 적용한 실어증 연구 동향 분석
Graduation: Feb., 2025
Thesis: 금리 변동을 반영한 LSTM 기반 주가 예측 모델 연구
Working at Kwangju Bank (광주은행)
Graduation: Aug., 2024
Project: 금리, 물가, 고용과 주식, 채권과의 관계분석
Working at Mirae Asset Securities (미래에셋증권)
Graduation: Feb., 2024
Thesis: 스태킹 앙상블과 이상치 탐지를 활용한 채무 불이행 예측모델향상: 랜딩클럽 P2P 대출 데이터 사례연구
Working at Kwangju Bank (광주은행)
Graduation: Feb., 2024
Thesis: 시장 추세 변화 변수를 이용한 모멘텀 신경망 매매전략
Enrolled in the PhD program at CNU