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Big data/machine learning

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  • A Machine Learning Approach in Regime-Switching Risk Parity Portfolios
    A. Sinem Uysal and John M. Mulvey
    The Journal of Financial Data Science April 2021, 3 (2) 87-108; DOI: https://doi.org/10.3905/jfds.2021.1.057
  • Matrix Evolutions: Synthetic Correlations and Explainable Machine Learning for Constructing Robust Investment Portfolios
    Jochen Papenbrock, Peter Schwendner, Markus Jaeger and Stephan Krügel
    The Journal of Financial Data Science April 2021, 3 (2) 51-69; DOI: https://doi.org/10.3905/jfds.2021.1.056
  • The Best of Both Worlds: Forecasting US Equity Market Returns Using a Hybrid Machine Learning–Time Series Approach
    Haifeng Wang, Harshdeep Singh Ahluwalia, Roger A. Aliaga-Díaz and Joseph H. Davis
    The Journal of Financial Data Science April 2021, 3 (2) 9-20; DOI: https://doi.org/10.3905/jfds.2021.3.2.009
  • Managing Editor’s Letter
    Francesco A. Fabozzi
    The Journal of Financial Data Science April 2021, 3 (2) 1-3; DOI: https://doi.org/10.3905/jfds.2021.3.2.001
  • Deep Sequence Modeling: Development and Applications in Asset Pricing
    Lin William Cong, Ke Tang, Jingyuan Wang and Yang Zhang
    The Journal of Financial Data Science January 2021, 3 (1) 28-42; DOI: https://doi.org/10.3905/jfds.2020.1.053
  • Deep Hedging of Derivatives Using Reinforcement Learning
    Jay Cao, Jacky Chen, John Hull and Zissis Poulos
    The Journal of Financial Data Science January 2021, 3 (1) 10-27; DOI: https://doi.org/10.3905/jfds.2020.1.052
  • On the Predictability of the Equity Premium Using Deep Learning Techniques
    Jonathan Iworiso and Spyridon Vrontos
    The Journal of Financial Data Science January 2021, 3 (1) 74-92; DOI: https://doi.org/10.3905/jfds.2020.1.051
  • Deviations from Covered Interest Rate Parity: The Case of British Pound Sterling versus Euro
    Frank Lehrbass and Thamara Sandra Schuster
    The Journal of Financial Data Science January 2021, 3 (1) 140-151; DOI: https://doi.org/10.3905/jfds.2020.1.050
  • Investment Sizing with Deep Learning Prediction Uncertainties for High-Frequency Eurodollar Futures Trading
    Trent Spears, Stefan Zohren and Stephen Roberts
    The Journal of Financial Data Science January 2021, 3 (1) 57-73; DOI: https://doi.org/10.3905/jfds.2020.1.049
  • Causal Uncertainty in Capital Markets: A Robust Noisy-Or Framework for Portfolio Management
    Joseph Simonian
    The Journal of Financial Data Science January 2021, 3 (1) 43-55; DOI: https://doi.org/10.3905/jfds.2020.1.048

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