A Dynamic Yield Curve Model with Stochastic Volatility and Non-Gaussian Interactions: An Empirical Study of Non-Standard Monetary Policy in the Euro Area

G. Mesters, B. Schwaab, S. J. Koopman
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引用次数: 12

Abstract

We develop an econometric methodology for the study of the yield curve and its interactions with measures of non-standard monetary policy during possibly turbulent times. The yield curve is modeled by the dynamic Nelson-Siegel model while the monetary policy measurements are modeled as non-Gaussian variables that interact with latent dynamic factors, including the yield factors of level and slope. Yield developments during the financial and sovereign debt crises require the yield curve model to be extended with stochastic volatility and heavy tailed disturbances. We develop a flexible estimation method for the model parameters with a novel implementation of the importance sampling technique. We empirically investigate how the yields in Germany, France, Italy and Spain have been affected by monetary policy measures of the European Central Bank. We model the euro area interbank lending rate EONIA by a log-normal distribution and the bond market purchases within the ECB's Securities Markets Programme by a Poisson distribution. We find evidence that the bond market interventions had a direct and temporary effect on the yield curve lasting up to ten weeks, and find limited evidence that purchases changed the relationship between the EONIA rate and the term structure factors.
具有随机波动和非高斯相互作用的动态收益率曲线模型:欧元区非标准货币政策的实证研究
我们开发了一种计量经济学方法来研究收益率曲线及其在可能动荡时期与非标准货币政策措施的相互作用。收益率曲线采用动态尼尔森-西格尔模型建模,而货币政策测量采用非高斯变量建模,这些非高斯变量与潜在的动态因素相互作用,包括收益率水平和斜率因素。金融危机和主权债务危机期间的收益率发展要求收益率曲线模型在随机波动和重尾扰动下进行扩展。我们开发了一种灵活的模型参数估计方法,并采用了一种新的重要抽样技术。我们实证研究了德国、法国、意大利和西班牙的收益率如何受到欧洲央行货币政策措施的影响。我们通过对数正态分布对欧元区银行间拆借利率EONIA进行建模,并通过泊松分布对欧洲央行证券市场计划内的债券市场购买进行建模。我们发现有证据表明,债券市场干预对收益率曲线产生了持续长达10周的直接和暂时影响,并且发现有限的证据表明购买改变了EONIA利率与期限结构因素之间的关系。
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