A note on upper bounds for forecast-value-added relative to naive forecasts

作者:Goodwin Paul*; Petropoulos Fotios; Hyndman Rob J
来源:Journal of the Operational Research Society, 2017, 68(9): 1082-1084.
DOI:10.1057/s41274-017-0218-3

摘要

In forecast value added analysis, the accuracy of relatively sophisticated forecasting methods is compared to that of naive 1 forecasts to see whether the extra costs and effort of implementing them are justified. In this note, we derive a ratio that indicates the upper bound of a forecasting method's accuracy relative to naive 1 forecasts when the mean squared error is used to measure one-period-ahead accuracy. The ratio is applicable when a series is stationary or when its first differences are stationary. Formulae for the ratio are presented for several exemplar time series processes.

  • 出版日期2017-9

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