Details about Emmanouil Sofianos

Access statistics for papers by Emmanouil Sofianos.

Last updated 2026-07-15. Update your information in the RePEc Author Service.

Short-id: pso695

Working Papers

2026

1. Using DSGE and Machine Learning to Forecast Public Debt for France
   Post-Print, HAL
   Also in Working Papers of BETA, Bureau d'Economie Théorique et Appliquée, UDS, Strasbourg (2025)
   See also Journal Article Using DSGE and Machine Learning to Forecast Public Debt for France, Journal of Forecasting, John Wiley & Sons, Ltd. (2026) (2026)

2025

2. Do International Reserve Holdings Still Predict Economic Crises? Insights from Recent Machine Learning Techniques
   Working Papers, International Network for Economic Research - INFER
3. Forecasting Public Debt in the Euro Area Using Machine Learning: Decision Tools for Financial Markets
   Post-Print, HAL
   Also in Working Papers of BETA, Bureau d'Economie Théorique et Appliquée, UDS, Strasbourg (2024) View citations (1)
4. Machine learning forecasting in the macroeconomic environment: the case of the US output gap
   Post-Print, HAL View citations (1)
   See also Journal Article Machine learning forecasting in the macroeconomic environment: the case of the US output gap, Economic Change and Restructuring, Springer (2025) View citations (1) (2025)
5. The EU Public Debt Synchronization: A Complex Networks Approach
   Post-Print, HAL
   See also Journal Article The EU Public Debt Synchronization: A Complex Networks Approach, Economies, MDPI (2025) View citations (1) (2025)

2019

6. Money Neutrality, Monetary Aggregates and Machine Learning
   DUTH Research Papers in Economics, Democritus University of Thrace, Department of Economics View citations (8)

Journal Articles

2026

1. Using DSGE and Machine Learning to Forecast Public Debt for France
   Journal of Forecasting, 2026, 45, (5), 2173-2185
   See also Working Paper Using DSGE and Machine Learning to Forecast Public Debt for France, Post-Print (2026) (2026)

2025

2. Machine learning forecasting in the macroeconomic environment: the case of the US output gap
   Economic Change and Restructuring, 2025, 58, (1), 1-19 View citations (1)
   See also Working Paper Machine learning forecasting in the macroeconomic environment: the case of the US output gap, Post-Print (2025) View citations (1) (2025)
3. The EU Public Debt Synchronization: A Complex Networks Approach
   Economies, 2025, 13, (7), 1-23 View citations (1)
   See also Working Paper The EU Public Debt Synchronization: A Complex Networks Approach, Post-Print (2025) (2025)

2024

4. Forecasting East and West Coast Gasoline Prices with Tree-Based Machine Learning Algorithms
   Energies, 2024, 17, (6), 1-14 View citations (1)

2023

5. Cryptocurrencies and Long-Range Trends
   IJFS, 2023, 11, (1), 1-17

2022

6. Forecasting unemployment in the euro area with machine learning
   Journal of Forecasting, 2022, 41, (3), 551-566 View citations (17)
7. Mind the gap: forecasting euro-area output gaps with machine learning
   Applied Economics Letters, 2022, 29, (19), 1824-1828 View citations (2)

2021

8. Forecasting Natural Gas Spot Prices with Machine Learning
   Energies, 2021, 14, (18), 1-13 View citations (16)