使用 A-DCC GARCH 模型研究股票、债券和汇率市场波动性之间的动态关系

Wan-Soo Choi
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摘要

目的--本研究旨在分析韩国股票价格、利率和汇率波动之间的相互关系。主要议题是波动溢出效应以及各市场波动和相关性的非对称行为。 设计/方法/途径--本研究采用 Engle 等人(2006 年)的非对称动态条件相关性(A-DCC)GARCH 模型和学生 t 误差分布。这些模型是具有溢出效应的 GJR GARCH 模型和修订版 Koutmos(1996 年)EGARCH 模型。全样本分为四个子样本时期,包括全球金融危机和 COVID-19 大流行时期。 研究结果 - 研究结果表明,股票价格、利率和汇率收益之间不存在波动溢出效应。然而,在全球金融危机期间,存在源自汇率的单向溢出效应;在 COVID-19 期间,存在从股价到汇率的单向溢出效应。波动不对称始终表现在股票价格上,而其他方面则因时期而异。最后,非对称相关效应仅出现在近期。 研究意义--从长期来看,金融市场之间的波动溢出效应并不明显。然而,也有证据表明波动溢出效应是时变的,在压力时期会加剧。在全球金融危机时期,汇率会影响其他市场,而在最近的 COVID-19 时期,股票价格似乎扮演了这一角色。除股票价格外,非对称波动率也是时变的,最近相关非对称性表现得非常明显。
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The Dynamic Relationship among Stock, Bond, and Exchange Rate Market Volatility using A-DCC GARCH Models
Purpose - This research aims to analyze the interrelationship among the volatility of stock price, interest rate, and exchange rate in Korea. The main topics are volatility spillovers and the asymmetric behaviors of each market’s volatility and correlation. Design/Methodology/Approach - This research adopts Engle et al.’s (2006) asymmetric dynamic conditional correlation (A-DCC) GARCH models with student t error distribution. The models are a GJR GARCH model with spillovers and a revised Koutmos (1996) EGARCH model. The full sample is divided into four sub-sample periods, including the global financial crisis and the COVID-19 pandemic. Findings - The results show no volatility spillovers among the returns of stock price, interest rate, and exchange rate. However, there are unidirectional spillovers originating from the exchange rate in the global crisis period, and from stock price to exchange rate in the COVID-19 period. Volatility asymmetry is consistently shown in stock price, while the others vary by period. Finally, the asymmetric correlation effects are found only in recent times. Research Implications - In the long-run, the volatility spillovers among financial markets are not shown. However, there is also evidence that volatility spillovers are time-varying, intensifying in times of stress. In the global financial crisis period, the exchange rate influences other markets, while in recent the COVID-19 period stock price seems to play that role. Asymmetric volatility is also time-varying, except in stock price, and recently correlation asymmetry is shown very significantly.
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