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교수소개

교수소개

전임교수 - 경제학과/글로벌경제학과

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CV1

관심분야

Machine learning, asset pricing, portfolio choice, investment, cryptocurrency

학력

  • Ph.D. Financial Engineering, KAIST, 2008

학술지 논문

  • (2026)  Semi-parametric machine learning for stock option pricing and the role of firm characteristics.  OPERATIONAL RESEARCH.  1,  1
  • (2026)  Bimodality Everywhere: International Evidence of Deep Momentum.  JOURNAL OF BANKING & FINANCE.  1,  1
  • (2026)  Momentum in the Cryptocurrency Market: A Comprehensive Analysis under Realistic Assumptions.  Review of Asset Pricing Studies.  1,  1
  • (2026)  Mispricing and correction in short-term returns.  INTERNATIONAL REVIEW OF FINANCIAL ANALYSIS.  116,  1
  • (2025)  Predicting Stock Jumps and Crashes Using Options.  JOURNAL OF FUTURES MARKETS.  45,  10
  • (2023)  Pairs trading via unsupervised learning.  EUROPEAN JOURNAL OF OPERATIONAL RESEARCH.  307,  2
  • (2022)  Bimodal Characteristic Returns and Predictability Enhancement via Machine Learning.  MANAGEMENT SCIENCE.  68,  10
  • (2022)  Betting against analyst target price.  JOURNAL OF FINANCIAL MARKETS.  59,  1
  • (2022)  A geometric framework for covariance dynamics.  JOURNAL OF BANKING & FINANCE.  134,  1
  • (2021)  A machine learning approach for the short-term reversal strategy.  Journal of Data Science and Analysis.  7,  6
  • (2021)  Bimodal characteristic returns and predictability enhancement via machine learning.  MANAGEMENT SCIENCE.  68,  10
  • (2020)  Dynamics and determinants of credit risk discovery: Evidence from CDS and stock markets.  INTERNATIONAL REVIEW OF FINANCIAL ANALYSIS.  55,  1
  • (2020)  A nonparametric approach to portfolio shrinkage.  JOURNAL OF BANKING & FINANCE.  120,  1
  • (2020)  How Much should portfolios be shrunk?.  FINANCIAL MANAGEMENT.  49,  3
  • (2017)  Deep learning networks for stock market analysis and prediction: methodology, data representations, and case studies.  EXPERT SYSTEMS WITH APPLICATIONS.  83,  1
  • (2017)  Geometric treatment of time-varying volatilities.  Review of Quantitative Finance and Accounting.  49,  4
  • (2017)  Partial structural break identification.  OXFORD BULLETIN OF ECONOMICS AND STATISTICS.  79,  2
  • (2016)  Modeling severity risk under PD-LGD correlation.  EUROPEAN JOURNAL OF FINANCE.  23,  15
  • (2015)  Impacts of derivative markets on spot market volatility and their persistence.  APPLIED ECONOMICS.  47,  22
  • (2015)  Market overreaction and investment strategies.  APPLIED ECONOMICS.  47,  54