预测者多样性与组合预测的收益

Forecaster Diversity and the Benefits of Combining Forecasts

Management Science · 1995
被引 139
人大 A+FT50UTD24ABS 4*

中文导读

提出一个衡量组合预测收益的指标,即误差方差降低的概率,并利用美国经济学家的预测数据,分析组合数量及预测方法多样性如何影响收益。

Abstract

The expected error variance of a combined forecast is necessarily lower than that of an individual forecast, but in practice there may be considerable variation around these expected values. This paper introduces a measure of the benefit from combining, the probability of a reduction in error variance, which recognizes this problem. The measure is applied to data on the forecasts and forecasting methods of a panel of U.S. economists to determine how the benefits of combining vary with the number of forecasts combined, and with the diversity in theories and techniques among the component forecasts.

预测组合预测多样性误差方差降低概率