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How to evaluate an Early Warning System ? : Towards a Unified Statistical Framework for Assessing Financial Crises Forecasting Methods

机译:如何评估预警系统? :建立用于评估金融危机预测方法的统一统计框架

摘要

This paper proposes an original and uni ed toolbox to evaluate nancial crisis Early Warning Systems (EWS). It presents four main advantages. First, it is a model free method which can be used to asses the forecasts issued from di erent EWS (probit, logit, markov switching models, or combinations of models). Second, this toolbox can be applied to any type of crisis EWS (currency, banking, sovereign debt, etc.). Third, it does not only provide various criteria to evaluate the (absolute) validity of EWS forecasts but also proposes some tests to compare the relative performance of alternative EWS. Fourth, our toolbox can be used to evaluate both in-sample and out-of-sample forecasts. Applied to a logit model for twelve emerging countries we show that the yield spread is a key variable to predict currency crises exclusively for South-Asian countries. Besides, the optimal cut-o correctly allows us to identify now on average more than 2/3 of the crisis and calm periods.
机译:本文提出了一个原始且通用的工具箱来评估金融危机预警系统(EWS)。它具有四个主要优点。首先,它是一种无模型的方法,可用于评估从不同EWS(概率,logit,马尔可夫切换模型或模型组合)发布的预测。其次,该工具箱可应用于任何类型的危机预警系统(货币,银行业务,主权债务等)。第三,它不仅提供评估EWS预测(绝对)有效性的各种标准,而且提出了一些测试来比较替代EWS的相对性能。第四,我们的工具箱可用于评估样本内和样本外预测。应用于十二个新兴国家的对数模型,我们表明收益率差是预测南亚国家货币危机的关键变量。此外,最佳割据可以使我们现在平均识别出超过2/3的危机和平静期。

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