Abstract
This paper puts forward a new and simple method to combine forecasts, which is particularly useful when the forecasts are strongly correlated. It is based on the Mincer Zarnowitz regression, and a subsequent determination using Shapley values of the weights of the forecasts in a new combination. For a stylized case, it is proved that such a Shapley-value-based combination improves upon an equal-weight combination. Simulation experiments and a detailed illustration show the merits of the Shapley-value-based forecast combination.
Original language | English |
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Pages (from-to) | 3194-3202 |
Number of pages | 9 |
Journal | Journal of Forecasting |
Volume | 43 |
Issue number | 8 |
DOIs | |
Publication status | E-pub ahead of print - 7 Aug 2024 |
Bibliographical note
Publisher Copyright:© 2024 The Author(s). Journal of Forecasting published by John Wiley & Sons Ltd.