Research

Methodologies

  • Time Series Analysis and Econometrics

  • Artificial Intelligence and Machine Learning:

    • Support Vector Machines for Classification

    • Support Vector Regression

    • Deep Learning

  • Complex Networks

Areas of Interest

  • Banking supervision mechanisms

  • Forecasting bank failures

  • Forecasting recessions

  • Macroeconomic forecasting

  • Forecasting economics and finance time series

New Methodologies

  • We introduce the use of the Threshold - Minimum Dominating Set (T-MDS)

    • Papadimitriou, Gogas, Sarantitis, Matthaiou (2014)

  • Applications of the T-MDS include:

    • Banking supervision

    • Business cycle convergence internationally and intra-nationally

    • Identification of contagion paths in banking and economies

    • Identification of contagion paths in financial and fiscal crises

  • We introduce the use of the mutivariate T-MDS (mT-MDS)

    • Gogas, Papadimitriou, Matthaiou, 2021

Forecasting Bank Failures with Machine Learning

International Journal of Finance



Representation of the multivariate T-MDS

Forecasting Bank Failures with Machine Learning

International Journal of Finance

Emerging Methodologies in Economics and Finance: a non-technical description of our research and the methodologies involved

1. Methodologies and Applications.pdf