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Joint pricing of VIX and SPX options with stochastic volatility and jump models

机译:具有随机波动率和跳跃模型的VIX和SPX期权的联合定价

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Purpose - This paper studies the performance of commonly employed stochastic volatility and jump models in the consistent pricing of The CBOE Volatility Index (VIX) and The S&P 500 Index (SPX) options. With the existence of active markets for volatility derivatives and options on the underlying instrument, the need for models that are able to price these markets consistently has increased. Although pricing formulas for VIX and vanilla options are now available for commonly used models exhibiting stochastic volatility and/or jumps, it remains to be shown whether these are able to price both markets consistently. This paper fills this vacuum. Design/methodology/approach - In particular, the Heston model, the Heston model with jumps in returns and the Heston model with simultaneous jumps in returns and variance (SVJJ) are jointly calibrated to market quotes on SPX and VIX options together with VIX futures. Findings - The full flexibility of having jumps in both returns and volatility added to a stochastic volatility model is essential. Moreover, we find that the SVJJ model with the Feller condition imposed and calibrated jointly to SPX and VIX options fits both markets poorly. Relaxing the Feller condition in the calibration improves the performance considerably. Still, the fit is not satisfactory, and we conclude that one needs more flexibility in the model to jointly fit both option markets. Originality/value - Compared to existing literature, we derive numerically simpler VIX option and futures pricing formulas in the case of the SVJ model. Moreover, the paper is the first to study the pricing performance of three widely used models to SPX options and VIX derivatives.
机译:目的-本文在CBOE波动率指数(VIX)和S&P 500指数(SPX)期权的一致定价中研究了常用的随机波动率和跳跃模型的性能。随着基础工具上波动性衍生工具和期权市场的活跃,对能够持续为这些市场定价的模型的需求日益增加。尽管现在对于具有随机波动性和/或跳跃性的常用模型可以使用VIX和香草期权的定价公式,但仍有待证明它们是否能够为两个市场一致定价。本文填补了这一空白。设计/方法/方法-特别是,对SPX和VIX期权以及VIX期货的市场报价联合校准了Heston模型,具有收益跳跃的Heston模型和具有收益和方差同时跳跃的Heston模型(SVJJ)。结果-将随机波动率模型中的收益率和波动率都增加的完全灵活性至关重要。此外,我们发现,将带有Feller条件的SVJJ模型强加于SPX和VIX期权并对其进行了校准,这两个市场都不适合。在校准过程中放宽Feller条件可以大大提高性能。尽管如此,拟合度仍不令人满意,我们得出结论认为,该模型需要更大的灵活性才能共同适合两个期权市场。原创性/价值-与现有文献相比,在SVJ模型的情况下,我们推导出数值上更简单的VIX期权和期货定价公式。此外,该论文是第一个研究三种广泛使用的SPX期权和VIX衍生工具的定价性能的论文。

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