强调相关性和波动性-一致的建模方法

Chris Becker, Wolfgang M. Schmidt
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引用次数: 0

摘要

我们提出了一种新的方法来定义波动性和相关性的压力情景。相关性和波动性取决于一个共同的市场因素,这是以一致和直观的方式强调它们的关键。我们的方法基于一种新的资产价格模型,其中相关性和波动性取决于当前的市场状态,该模型捕捉了整个市场的股价走势。对于样本投资组合,我们比较了正常市场和压力下的相关性和波动性,并探讨了风险价值的后果。我们将我们的建模方法与多元GARCH模型进行了比较。对于所有分析的数据,我们的模型在捕获波动性和相关性的动态方面证明是优越的。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Stressing Correlations and Volatilities - A Consistent Modeling Approach
We propose a new approach to the definition of stress scenarios for volatilities and correlations. Correlations and volatilities depend on a common market factor, which is the key to stressing them in a consistent and intuitive way. Our approach is based on a new asset price model where correlations and volatilities depend on the current state of the market, which captures market-wide movements in equity-prices. For sample portfolios we compare correlations and volatilities in a normal market and under stress and explore consequences for value-at-risk. We compare our modeling approach with multivariate GARCH models. For all data analyzed our model proved to be superior in capturing the dynamics of volatilities and correlations.
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