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Evangelos Spiliotis
Evangelos Spiliotis
Forecasting & Strategy Unit, School of Electrical and Computer Engineering, National Technical
E-mail confirmado em fsu.gr - Página inicial
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Statistical and Machine Learning forecasting methods: Concerns and ways forward
S Makridakis, E Spiliotis, V Assimakopoulos
PloS one 13 (3), e0194889, 2018
13272018
The M4 Competition: 100,000 time series and 61 forecasting methods
S Makridakis, E Spiliotis, V Assimakopoulos
International Journal of Forecasting 36 (1), 54-74, 2020
7802020
The M4 Competition: Results, findings, conclusion and way forward
S Makridakis, E Spiliotis, V Assimakopoulos
International Journal of forecasting 34 (4), 802-808, 2018
6422018
Forecasting: theory and practice
F Petropoulos, D Apiletti, V Assimakopoulos, MZ Babai, DK Barrow, ...
International Journal of Forecasting 38 (3), 705-871, 2022
5122022
M5 accuracy competition: Results, findings, and conclusions
S Makridakis, E Spiliotis, V Assimakopoulos
International Journal of Forecasting 38 (4), 1346-1364, 2022
3582022
The M5 competition: Background, organization, and implementation
S Makridakis, E Spiliotis, V Assimakopoulos
International Journal of Forecasting 38 (4), 1325-1336, 2022
1142022
The M5 uncertainty competition: Results, findings and conclusions
S Makridakis, E Spiliotis, V Assimakopoulos, Z Chen, A Gaba, I Tsetlin, ...
International Journal of Forecasting 38 (4), 1365-1385, 2022
842022
Comparison of statistical and machine learning methods for daily SKU demand forecasting
E Spiliotis, S Makridakis, AA Semenoglou, V Assimakopoulos
Operational Research 22 (3), 3037-3061, 2022
802022
On the selection of forecasting accuracy measures
D Koutsandreas, E Spiliotis, F Petropoulos, V Assimakopoulos
Journal of the Operational Research Society 73 (5), 937-954, 2022
752022
Cross-temporal aggregation: Improving the forecast accuracy of hierarchical electricity consumption
E Spiliotis, F Petropoulos, N Kourentzes, V Assimakopoulos
Applied Energy 261, 114339, 2020
722020
Are forecasting competitions data representative of the reality?
E Spiliotis, A Kouloumos, V Assimakopoulos, S Makridakis
International Journal of Forecasting 36 (1), 37-53, 2020
702020
Investigating the accuracy of cross-learning time series forecasting methods
AA Semenoglou, E Spiliotis, S Makridakis, V Assimakopoulos
International Journal of Forecasting 37 (3), 1072-1084, 2021
662021
Hierarchical forecast reconciliation with machine learning
E Spiliotis, M Abolghasemi, RJ Hyndman, F Petropoulos, ...
Applied Soft Computing 112, 107756, 2021
452021
Generalizing the theta method for automatic forecasting
E Spiliotis, V Assimakopoulos, S Makridakis
European Journal of Operational Research 284 (2), 550-558, 2020
402020
Predicting/hypothesizing the findings of the M4 Competition
S Makridakis, E Spiliotis, V Assimakopoulos
International Journal of Forecasting 36 (1), 29-36, 2020
392020
Objectivity, reproducibility and replicability in forecasting research
S Makridakis, V Assimakopoulos, E Spiliotis
International Journal of Forecasting 34 (4), 835-838, 2018
372018
ML-based energy management of water pumping systems for the application of peak shaving in small-scale islands
E Sarmas, E Spiliotis, V Marinakis, G Tzanes, JK Kaldellis, H Doukas
Sustainable Cities and Society 82, 103873, 2022
362022
Statistical, machine learning and deep learning forecasting methods: Comparisons and ways forward
S Makridakis, E Spiliotis, V Assimakopoulos, AA Semenoglou, G Mulder, ...
Journal of the Operational Research Society 74 (3), 840-859, 2023
332023
Forecasting with a hybrid method utilizing data smoothing, a variation of the Theta method and shrinkage of seasonal factors
E Spiliotis, V Assimakopoulos, K Nikolopoulos
International Journal of Production Economics 209, 92-102, 2019
332019
Decision support for intelligent energy management in buildings using the thermal comfort model
V Marinakis, H Doukas, E Spiliotis, I Papastamatiou
International Journal of Computational Intelligence Systems 10 (1), 882-893, 2017
332017
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