The M5 uncertainty competition: Results, findings and conclusions

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Makridakis, Spyros, et al. “The M5 Uncertainty Competition: Results, Findings and Conclusions”. International Journal of Forecasting, vol. 38, no. 4, 2022, pp. 1365-8, https://doi.org/10.1016/j.ijforecast.2021.10.009.
Makridakis, S., Spiliotis, E., Assimakopoulos, V., Chen, Z., Gaba, A., Tsetlin, I., & Winkler, R. L. (2022). The M5 uncertainty competition: Results, findings and conclusions. International Journal of Forecasting, 38(4), 1365-1385. https://doi.org/10.1016/j.ijforecast.2021.10.009
Makridakis, Spyros, Evangelos Spiliotis, Vassilios Assimakopoulos, Zhi Chen, Anil Gaba, Ilia Tsetlin, and Robert L. Winkler. “The M5 Uncertainty Competition: Results, Findings and Conclusions”. International Journal of Forecasting 38, no. 4 (2022): 1365-85. https://doi.org/10.1016/j.ijforecast.2021.10.009.
Makridakis S, Spiliotis E, Assimakopoulos V, Chen Z, Gaba A, Tsetlin I, et al. The M5 uncertainty competition: Results, findings and conclusions. International Journal of Forecasting. 2022;38(4):1365-8.
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Refrences Analysis
Category Category Repetition
Social Sciences: Commerce: Business61
Social Sciences: Economic theory. Demography: Economics as a science60
Social Sciences: Commerce: Business: Personnel management. Employment management33
Technology: Engineering (General). Civil engineering (General)10
Technology: Manufactures: Production management. Operations management9
Technology: Technology (General): Industrial engineering. Management engineering4
Science: Mathematics4
Technology: Technology (General): Industrial engineering. Management engineering: Information technology3
Technology: Manufactures3
Social Sciences: Industries. Land use. Labor: Management. Industrial management2
Science: Mathematics: Probabilities. Mathematical statistics2
Science: Mathematics: Instruments and machines: Electronic computers. Computer science2
Medicine: Internal medicine: Neurosciences. Biological psychiatry. Neuropsychiatry2
Technology: Mechanical engineering and machinery1
Technology: Electrical engineering. Electronics. Nuclear engineering: Electronics1
Medicine1
Science1
Science: Science (General)1
The category Social Sciences: Commerce: Business 61 is the most frequently represented among the references in this article. It primarily includes studies from International Journal of Forecasting The chart below illustrates the number of referenced publications per year.
Refrences used by this article by year
Citations
Title Journal Journal Categories Citations Publication Date
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Combining probabilistic forecasts of intermittent demand European Journal of Operational Research
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 2024
Improving conformalized quantile regression through cluster-based feature relevance Expert Systems with Applications
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  • Technology: Electrical engineering. Electronics. Nuclear engineering: Electric apparatus and materials. Electric circuits. Electric networks
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  • Technology: Mechanical engineering and machinery
  • Technology: Electrical engineering. Electronics. Nuclear engineering: Electronics
  • Technology: Engineering (General). Civil engineering (General)
 2024
Retail store-SKU level replenishment planning with attribute-space graph recurrent neural networks Expert Systems with Applications
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Empirical probabilistic forecasting: An approach solely based on deterministic explanatory variables for the selection of past forecast errors International Journal of Forecasting
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Citations Analysis
Category Category Repetition
Technology: Engineering (General). Civil engineering (General)6
Science: Mathematics: Instruments and machines: Electronic computers. Computer science6
Social Sciences: Commerce: Business6
Social Sciences: Commerce: Business: Personnel management. Employment management6
Social Sciences: Economic theory. Demography: Economics as a science6
Technology: Manufactures: Production management. Operations management5
Technology: Electrical engineering. Electronics. Nuclear engineering: Electronics5
Technology: Technology (General): Industrial engineering. Management engineering4
Technology: Mechanical engineering and machinery4
Technology: Technology (General): Industrial engineering. Management engineering: Information technology3
Geography. Anthropology. Recreation: Environmental sciences3
Technology: Electrical engineering. Electronics. Nuclear engineering: Electric apparatus and materials. Electric circuits. Electric networks3
Technology: Manufactures2
Technology: Environmental technology. Sanitary engineering2
Science: Biology (General): Ecology2
Science: Science (General): Cybernetics: Information theory2
Technology: Mechanical engineering and machinery: Renewable energy sources1
Technology: Electrical engineering. Electronics. Nuclear engineering1
Technology: Electrical engineering. Electronics. Nuclear engineering: Telecommunication1
Technology: Hydraulic engineering: River, lake, and water-supply engineering (General)1
Geography. Anthropology. Recreation1
Geography. Anthropology. Recreation: Human ecology. Anthropogeography: Settlements: Cities. Urban geography1
Social Sciences: Communities. Classes. Races: Urban groups. The city. Urban sociology1
Social Sciences: Communities. Classes. Races: Urban groups. The city. Urban sociology: City planning1
Social Sciences1
Technology1
Social Sciences: Industries. Land use. Labor: Management. Industrial management1
Science: Science (General)1
Science: Mathematics1
Social Sciences: Statistics1
The category Technology: Engineering (General). Civil engineering (General) 6 is the most commonly referenced area in studies that cite this article. The first research to cite this article was titled Forecasting currency covariances using machine learning tree-based algorithms with low and high prices and was published in 2021. The most recent citation comes from a 2024 study titled Retail store-SKU level replenishment planning with attribute-space graph recurrent neural networks. This article reached its peak citation in 2024, with 8 citations. It has been cited in 17 different journals, 23% of which are open access. Among related journals, the International Journal of Forecasting cited this research the most, with 5 citations. The chart below illustrates the annual citation trends for this article.
Citations used this article by year