预测的平均值:一些实证结果

Averages of Forecasts: Some Empirical Results

Management Science · 1983
被引 625 · 同刊同年前 5%
人大 A+FT50UTD24ABS 4*

中文导读

通过实证研究,考察了平均多个预测方法对预测准确性的影响,发现增加方法数量能提高准确性并降低不同组合间的差异,为无法确定单一最佳预测模型时提供了实用替代方案。

Abstract

An alternative to using a single forecasting method is to average the forecasts obtained from several methods. In this paper we investigate empirically the impact of the number and choice of forecasting methods on the accuracy of simple averages. It is concluded that the forecasting accuracy improves, and that the variability of accuracy among different combinations decreases, as the number of methods in the average increases. Thus, combining forecasts seems to be a reasonable practical alternative when, as is often the case, a “true” model of the data-generating process or a single “best” forecasting method cannot be or is not, for whatever reasons, identified.

预测组合平均预测预测精度方法数量