The M4 Competition: 100,000 time series and 61 forecasting methods
Makridakis, Spyros, Spiliotis, Evangelos, Assimakopoulos, Vassilios
Published in International journal of forecasting (01.01.2020)
Published in International journal of forecasting (01.01.2020)
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Journal Article
The M4 Competition: Results, findings, conclusion and way forward
Makridakis, Spyros, Spiliotis, Evangelos, Assimakopoulos, Vassilios
Published in International journal of forecasting (01.10.2018)
Published in International journal of forecasting (01.10.2018)
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Journal Article
M5 accuracy competition: Results, findings, and conclusions
Makridakis, Spyros, Spiliotis, Evangelos, Assimakopoulos, Vassilios
Published in International journal of forecasting (01.10.2022)
Published in International journal of forecasting (01.10.2022)
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Journal Article
Statistical and Machine Learning forecasting methods: Concerns and ways forward
Makridakis, Spyros, Spiliotis, Evangelos, Assimakopoulos, Vassilios
Published in PloS one (27.03.2018)
Published in PloS one (27.03.2018)
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Journal Article
The M5 competition: Background, organization, and implementation
Makridakis, Spyros, Spiliotis, Evangelos, Assimakopoulos, Vassilios
Published in International journal of forecasting (01.10.2022)
Published in International journal of forecasting (01.10.2022)
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Journal Article
Forecasting in social settings: The state of the art
Makridakis, Spyros, Hyndman, Rob J., Petropoulos, Fotios
Published in International journal of forecasting (01.01.2020)
Published in International journal of forecasting (01.01.2020)
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Journal Article
‘Horses for Courses’ in demand forecasting
Petropoulos, Fotios, Makridakis, Spyros, Assimakopoulos, Vassilios, Nikolopoulos, Konstantinos
Published in European journal of operational research (16.08.2014)
Published in European journal of operational research (16.08.2014)
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Journal Article
Predicting/hypothesizing the findings of the M5 competition
Makridakis, Spyros, Spiliotis, Evangelos, Assimakopoulos, Vassilios
Published in International journal of forecasting (01.10.2022)
Published in International journal of forecasting (01.10.2022)
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Journal Article
The M4 competition: Conclusions
Makridakis, Spyros, Petropoulos, Fotios
Published in International journal of forecasting (01.01.2020)
Published in International journal of forecasting (01.01.2020)
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Journal Article
The M5 competition: Conclusions
Makridakis, Spyros, Petropoulos, Fotios, Spiliotis, Evangelos
Published in International journal of forecasting (01.10.2022)
Published in International journal of forecasting (01.10.2022)
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Journal Article
Responses to the discussions and commentaries of the M5 Special Issue
Makridakis, Spyros, Spiliotis, Evangelos, Assimakopoulos, Vassilios
Published in International journal of forecasting (01.10.2022)
Published in International journal of forecasting (01.10.2022)
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Journal Article
Forecasting: theory and practice
Petropoulos, Fotios, Apiletti, Daniele, Assimakopoulos, Vassilios, Babai, Mohamed Zied, Barrow, Devon K., Ben Taieb, Souhaib, Bergmeir, Christoph, Bessa, Ricardo J., Bijak, Jakub, Boylan, John E., Browell, Jethro, Carnevale, Claudio, Castle, Jennifer L., Cirillo, Pasquale, Clements, Michael P., Cordeiro, Clara, Cyrino Oliveira, Fernando Luiz, De Baets, Shari, Dokumentov, Alexander, Ellison, Joanne, Fiszeder, Piotr, Franses, Philip Hans, Frazier, David T., Gilliland, Michael, Gönül, M. Sinan, Goodwin, Paul, Grossi, Luigi, Grushka-Cockayne, Yael, Guidolin, Mariangela, Guidolin, Massimo, Gunter, Ulrich, Guo, Xiaojia, Guseo, Renato, Harvey, Nigel, Hendry, David F., Hollyman, Ross, Januschowski, Tim, Jeon, Jooyoung, Jose, Victor Richmond R., Kang, Yanfei, Koehler, Anne B., Kolassa, Stephan, Kourentzes, Nikolaos, Leva, Sonia, Li, Feng, Litsiou, Konstantia, Makridakis, Spyros, Martin, Gael M., Martinez, Andrew B., Meeran, Sheik, Modis, Theodore, Nikolopoulos, Konstantinos, Önkal, Dilek, Paccagnini, Alessia, Panagiotelis, Anastasios, Panapakidis, Ioannis, Pavía, Jose M., Pedio, Manuela, Pedregal, Diego J., Pinson, Pierre, Ramos, Patrícia, Rapach, David E., Reade, J. James, Rostami-Tabar, Bahman, Rubaszek, Michał, Sermpinis, Georgios, Shang, Han Lin, Spiliotis, Evangelos, Syntetos, Aris A., Talagala, Priyanga Dilini, Talagala, Thiyanga S., Tashman, Len, Thomakos, Dimitrios, Thorarinsdottir, Thordis, Todini, Ezio, Trapero Arenas, Juan Ramón, Wang, Xiaoqian, Winkler, Robert L., Yusupova, Alisa, Ziel, Florian
Published in International journal of forecasting (01.07.2022)
Published in International journal of forecasting (01.07.2022)
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Journal Article
Objectivity, reproducibility and replicability in forecasting research
Makridakis, Spyros, Assimakopoulos, Vassilios, Spiliotis, Evangelos
Published in International journal of forecasting (01.10.2018)
Published in International journal of forecasting (01.10.2018)
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Journal Article
Predicting/hypothesizing the findings of the M4 Competition
Makridakis, Spyros, Spiliotis, Evangelos, Assimakopoulos, Vassilios
Published in International journal of forecasting (01.01.2020)
Published in International journal of forecasting (01.01.2020)
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Journal Article
Business forecasting methods: Impressive advances, lagging implementation
Goodwin, Paul, Hoover, Jim, Makridakis, Spyros, Petropoulos, Fotios, Tashman, Len
Published in PloS one (14.12.2023)
Published in PloS one (14.12.2023)
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Journal Article
Statistical, machine learning and deep learning forecasting methods: Comparisons and ways forward
Makridakis, Spyros, Spiliotis, Evangelos, Assimakopoulos, Vassilios, Semenoglou, Artemios-Anargyros, Mulder, Gary, Nikolopoulos, Konstantinos
Published in The Journal of the Operational Research Society (04.03.2023)
Published in The Journal of the Operational Research Society (04.03.2023)
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Journal Article