概率预测的有效评分规则

Effective Scoring Rules for Probabilistic Forecasts

Management Science · 1983
被引 65
人大 A+FT50UTD24ABS 4*

中文导读

研究如何用评分规则来获取和评估概率分布形式的预测,证明球形和二次评分规则在适当距离度量下是有效的,并给出外汇汇率预测的应用实例。

Abstract

This paper studies the use of a scoring rule for the elicitation of forecasts in the form of probability distributions and for the subsequent evaluation of such forecasts. Given a metric (distance function) on a space of probability distributions, a scoring rule is said to be effective if the forecaster's expected score is a strictly decreasing function of the distance between the elicited and “true” distributions. Two simple, well-known rules (the spherical and the quadratic) are shown to be effective with respect to suitable metrics. Examples and a practical application (in Foreign Exchange rate forecasting) are also provided.

概率预测评分规则有效性距离度量