Macroeconomic Conditions, Volatility Components, and Term Structure of Implied Volatility: An Empirical Investigation

Qian Han
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Abstract

Using a Nelson-Siegel approach this article conducts an empirical study of the volatility components directly extracted from the observed implied volatility term structure. We show that (1) the long term volatility component can be explained by macroeconomic and financial variables; (2) a bivariate volatility-component option valuation model is sufficient for pricing options with different maturities; (3) the out-of-sample performance of the Nelson-Siegel model is better than Heston stochastic volatility model, GARCH (1,1) and ad hoc term structure models. The results provide empirical support for the emerging literature of component volatility models.
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宏观经济条件、波动成分与隐含波动率期限结构:实证研究
本文采用Nelson-Siegel方法对直接从观察到的隐含波动率期限结构中提取的波动率分量进行了实证研究。我们发现:(1)长期波动成分可以用宏观经济和金融变量来解释;(2)二元波动率成分期权估值模型对不同期限期权的定价是足够的;(3) Nelson-Siegel模型的样本外性能优于Heston随机波动率模型、GARCH(1,1)和特设期限结构模型。研究结果为新兴的成分波动率模型提供了实证支持。
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