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How Strong is the Relationship Among Gold and USD Exchange Rates? Analytics Based on Structural Change Models

机译:黄金和美元汇率之间的关系有多强?基于结构变更模型的分析

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摘要

This study examines the dynamic relationship among gold and USD exchange rates. Since one single time series model can suffer from structural (or parameter) changes in underlying models, we consider those models with structural breaks. We first employ the cumulative sum of squared residual test to determine the number and locations of change points in the volatility of time series and then divide the whole period by the change points to investigate the relationship between gold and USD exchange rates in each sub-period, based on the time-varying correlations obtained from dynamic conditional correlation models. We show that a negative correlation exists in almost all periods and that the correlation coefficients have higher absolute values during the global financial crisis period than in other periods. Furthermore, the correlation becomes much greater along with downside moves of USD versus upside moves, indicating that a depreciating trend of USD typically has more influence on gold than an appreciating trend. This phenomenon is in line with the leverage effect in financial markets. After comparing the two methods of with/without structural changes, our findings from an empirical study provide evidence that ignoring structural changes can lead to a false conclusion and confirm that our method offers a functional tool to analyze gold prices and USD exchange rates.
机译:本研究考察了黄金和美元汇率之间的动态关系。由于一个单一的时间序列模型可能会受到基础模型中结构(或参数)变化的影响,因此我们考虑那些具有结构性断裂的模型。我们首先使用残差平方和的累积总和来确定时间序列波动中变化点的数量和位置,然后将整个期间除以变化点,以研究每个子时期中黄金和美元汇率之间的关系,基于从动态条件相关模型获得的时变相关。我们表明,几乎所有时期都存在负相关,并且在全球金融危机期间,相关系数具有比其他时期更高的绝对值。此外,随着美元的下行趋势与上行趋势之间的相关性变得更大,这表明美元的贬值趋势通常对黄金的影响要大于美元的上升趋势。这种现象与金融市场的杠杆效应相吻合。在比较两种有/无结构变化的方法之后,我们从一项实证研究中得出的结果提供了证据,即忽略结构变化可能导致错误的结论,并证实我们的方法提供了一种分析黄金价格和美元汇率的功能性工具。

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