基于狄利克雷先验的组合预测

Composite Forecasting with Dirichlet Priors*

DECISION SCIENCES · 1988
被引 52
人大 AABS 3

中文导读

从贝叶斯视角研究组合预测,用狄利克雷分布表达用户对某方法优于其他方法的先验信念,并以美国生猪价格为例说明该方法。

Abstract

ABSTRACT In this paper, composite forecasting is considered from a Bayesian perspective. A forecast user combines two or more forecasts of an operationally relevant random variable. We consider the case where outperformance is modeled as a realization from a multinomial process. The user has prior beliefs about the probability that a particular method outperforms all others, information which is summarized by the Dirichlet distribution. An empirical example with hog prices in the United States illustrates the method.

贝叶斯统计预测方法计量经济学农业经济学