Education

Yonsei University

PhD in Industrial Engineering, 2023–2026 (expected)

University of Oxford

BA in Mathematics, 2016–2020

Short-term Training

ICONS Interdisciplinary Research Academy, Institute of Convergence Science, Yonsei University, 2025

Advanced Deep Learning with Python, Institute of Data Science, Yonsei University, 2025

Quantum Machine Learning using Python, Institute of Data Science, Yonsei University, 2025

Utilizing large-scale machine learning models, Institute of Data Science, Yonsei University, 2025

IBM Quantum Computing: Qiskit Global Summer School, IBM, 2024

Boostcamp AI Tech (NLP Track), NAVER Connect Foundation, 2022

Publications

1. Lee, G., Jeong, M., Park, T., & Ahn, K., (2025). More than ex-post fitting: Log-periodic power law and its AI-based classification. Humanities and Social Sciences Communications 12, 1664. (SSCI, Top 6.8%, JCR 2024)

2. Lim, K., Shin, J., Goo, G., Lee, G., & Ahn, K. (accepted). Strategic self-presentation and its effects on first date success. Springer Proceedings in Mathematics and Statistics (SCOPUS)

3. Lee, G., Joo, K., & Ahn, K. (2020, July). Market efficiency of the crude palm oil: Evidence from quantum harmonic oscillator. Journal of Physics: Conference Series 1593, 012037. (SCOPUS)

Working Papers

1. Quantitative structure and sentiment of news articles on housing policies.

   • Submitted to Chaos (SCIE, Top 3.6%, JCR 2024)

Work in Progress

1. Pairs trading with biofuel feedstock commodities

2. Controlled Growth Process with FOMC minutes

3. Nuclear power plant decomposition using algorithm-based AI detection

4. Survival of primary care institutions in South Korea with LLM

Funding

1. Quantum ARC seed funding (Round 2): Scotland-Korea collaboration on quantum simulation in asset pricing based on the quantum harmonic oscillator

Reviewer

Carbon Balance and Management, Cogent Economics and Finance, Computational Economics, Emerging Markets Review, Humanities and Social Sciences Communications, International Review of Economics and Finance, Journal of Transport Economics and Policy, Pattern Recognition Letters, Physica A, PLoS ONE, Renewable Energy, Scientific Reports, Technological Forecasting and Social Change