Structural breaks and GARCH models of exchange rate volatility: Re‐examination and extension

Akram Shavkatovich Hasanov, Robert Brooks, Sirojiddin Abrorov, Aktam Usmanovich Burkhanov
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Abstract

SummaryWe examine the empirical significance of structural changes concerning generalized autoregressive conditional heteroskedasticity (GARCH) models of exchange rate volatility using out‐of‐sample tests by replicating and carrying out robustness checks on the volatility forecasting study by Rapach and Strauss (Journal of Applied Econometrics, 2008; 23, 65–90). We employ the same econometric models but incorporate recent US dollar daily exchange rates data while also using different software, a relatively recent forecast accuracy test and loss metrics. Our objective is to attain scientific replication in a broad sense. Our analysis verifies and broadly aligns with the results obtained in the original study. In particular, we find strong evidence that the models incorporating structural breaks demonstrate superior performance across all loss functions and forecast horizons compared with those models that ignore instabilities.
汇率波动的结构性中断和 GARCH 模型:重新审视和扩展
摘要我们通过复制 Rapach 和 Strauss 的波动率预测研究(《应用计量经济学杂志》,2008 年;23, 65-90)并对其进行稳健性检验,利用样本外检验来研究汇率波动率的广义自回归条件异方差(GARCH)模型结构变化的实证意义。我们采用了相同的计量经济学模型,但纳入了最近的美元每日汇率数据,同时还使用了不同的软件、相对较新的预测准确性测试和损失度量。我们的目标是实现广义上的科学复制。我们的分析验证了原始研究的结果,并与之基本一致。特别是,我们发现有力的证据表明,与忽略不稳定性的模型相比,包含结构性断裂的模型在所有损失函数和预测期限内都表现出更优越的性能。
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