Publications
Journal Articles
2024
Heterogeneous trading behaviors of individual investors: A deep clustering approach
Finance Research Letters (IF: 9.848), SSCI, Q1 (top 5% Journal)
📄 Paper |
개인 투자자의 이질적인 거래 행동을 딥러닝 기반 클러스터링으로 분석한 연구
2023
Stop-loss adjusted labels for machine learning-based trading of risky assets
Finance Research Letters (IF: 9.848), SSCI, Q1 (top 5% Journal)
📄 Paper |
손절매 조정 라벨링을 통한 고위험 자산 거래 머신러닝 모델 개선 연구
Conference Papers
2023
LLMs Analyzing the Analysts: Do BERT and GPT Extract More Value from Financial Analyst Reports?
ACM ICAIF 2023, New York
🏆 Best Poster Award
📄 Paper |
BERT와 GPT가 금융 애널리스트 리포트에서 추출하는 가치를 비교 분석한 연구. ACM 국제학회에서 Best Poster로 선정.
Research Interests
- Medical AI: 3D Image Segmentation, Interactive AI, Human-in-the-Loop
- Quantitative Finance: Alternative Data, NLP for Finance, Portfolio Optimization
- Deep Learning: Time Series Analysis, Generative Models, Foundation Models
- MLOps: Model Serving, AI System Architecture, Performance Optimization