Projects

Large-Scale Financial Graph Analysis for AML Detection Korea Financial Telecommunications and Clearings Institute, 2026: Developing graph-based methods for suspicious fund-flow and AML pattern detection.
Synthetic Financial Data Generation under Large-Scale Financial Data Settings Korea Credit Information Services, 2026: Analyzing synthetic data generation challenges in large-scale financial datasets.
Customer Analysis and Stock Recommendation Model KB Securities, 2024: Developing data-driven models for diagnosing investor tendencies and supporting stock recommendation.
Synthetic Financial Data Generation and Analysis Korea Credit Information Services, 2024: Developing synthetic financial data generation models for default prediction and credit card usage forecasting.
Disease-Specific Prediction and Explanatory Analysis National Health Insurance Service, 2023–2024: Developing disease-specific prediction models for high-cost patient identification.
Early Repayment Prediction for MBS Korea Housing Finance Corporation, 2023–2024: Applying machine learning models to mortgage early repayment prediction and real-estate customer analysis.
Design of Personal Risk Aversion Shinhan Securities, 2021: Developing a data-driven approach to assess customer risk preferences from investment behavior.
Customized Insurance Product Recommendations Orange Life, 2020: Designing a personalized life insurance product recommendation system using customer data.