Another look at measures of forecast accuracy

被引:3220
作者
Hyndman, Rob J. [1 ]
Koehler, Anne B.
机构
[1] Monash Univ, Dept Econometr & Business Stat, Clayton, Vic 3800, Australia
[2] Miami Univ, Dept Decis Sci & Management Informat Syst, Oxford, OH 45056 USA
关键词
forecast accuracy; forecast evaluation; forecast error measures; M-competition; mean absolute scaled error;
D O I
10.1016/j.ijforecast.2006.03.001
中图分类号
F [经济];
学科分类号
02 ;
摘要
We discuss and compare measures of accuracy of univariate time series forecasts. The methods used in the M-competition as well as the W-competition, and many of the measures recommended by previous authors on this topic, are found to be degenerate in commonly occurring situations. Instead, we propose that the mean absolute scaled error become the standard measure for comparing forecast accuracy across multiple time series. (c) 2006 International Institute of Forecasters. Published by Elsevier B.V. All rights reserved.
引用
收藏
页码:679 / 688
页数:10
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