用多重分形分析和极值理论分析美元/日元和欧元/日元汇率

Fumio Maruyama
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摘要

我们使用小波变换进行多重分形分析来检测美元/日元和欧元/日元汇率的分形变化,并使用极值理论预测它们的极值。1997年亚洲金融危机后,美元/日元、欧元/日元呈现多重分形,美元/日元呈现单分形且趋于稳定,日元出现贬值。然而,欧元/日元变得多重分形和不稳定,日元强势贬值。1995年至2000年间,美元/日元和欧元/日元的一致性很强。2007-2008年金融危机后,美元/日元趋于单一稳定,日元出现升值。然而,欧元/日元呈现多重分形且不稳定,日元强势升值。给出了各种诊断图,用于评估GP模型拟合美元/日元和欧元/日元的准确性,所有诊断图都支持拟合的GP模型。美元/日元和欧元/日元的形状参数接近于零,因此美元/日元和欧元/日元没有有限的上限。我们预测了10年、20年、50年、100年、350年和500年的最大回报水平及其各自的95%置信区间(CI)。因此,美元/日元10年和100年的回报率水平估计分别为149.6和164.8,95% CI分别为[143.2,156.0]和[149.4,180.1]。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Analysis of the USD/JPY and EUR/JPY Exchange Rates Using Multifractal Analysis and Extreme Value Theory
We performed a multifractal analysis using wavelet transform to detect the changes in the fractality of the USD/JPY and EUR/JPY exchange rates, and predicted their extreme values using extreme value theory. After the 1997 Asian financial crisis, the USD/JPY and EUR/JPY became multifractal, then the USD/JPY became monofractal and stable, and yen depreciation was observed. However, the EUR/JPY became multifractal and unstable, and a strong yen depreciation was observed. The coherence between the USD/JPY and EUR/JPY was strong between 1995 and 2000. After the 2007-2008 financial crisis, the USD/JPY became monofractal and stable, and yen appreciation was observed. However, the EUR/JPY became multifractal and unstable, and strong yen appreciation was observed. Various diagnostic plots for assessing the accuracy of the GP model fitted to USD/JPY and EUR/JPY are shown, and all the diagnostic plots support the fitted GP model. The shape parameters of USD/JPY and EUR/JPY were close to zero, therefore the USD/JPY and EUR/JPY did not have finite upper limits. We predicted the maximum return level for the return periods of 10, 20, 50, 100, 350, and 500 years and their respective 95% confidence intervals (CI). As a result, the 10-year and 100-year return levels for USD/JPY were estimated to be 149.6 and 164.8, with 95% CI [143.2, 156.0] and [149.4, 180.1], respectively.
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