非独立跳跃资产价格的跳跃-扩散过程

Yihren Wu, Majnu John
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引用次数: 1

摘要

提出了一个资产价格跳跃-扩散模型,其中跳跃和扩散是不独立的。在该模型中,当在一定的时间间隔内出现异常大的向下移动时,将触发跳跃,并且跳跃的大小与这种向下下降相关。我们证明了市场数据支持这种模型,并讨论了基于市场数据的参数估计。将给出风险中性漂移的显式公式,以便通过对资产价格的蒙特卡罗模拟计算基于该模型的期权价格。推导了资产价格的特征函数,通过该特征函数可以用数值积分法计算期权价格。分析了该模型中资产类别的波动率,并将其定义为方差互换(VIX)方程。对波动率随跳变参数的变化进行了敏感性研究。结果与其他已知的跳跃模型进行了比较。
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A Jump-Diffusion Process for Asset Price with Non-Independent Jumps
A market recovery model, defined as a jump-diffusion model for the asset price where the jumps and the diffusion are not independent, is proposed. In this model a jump will be triggered when there is an unusually large downward movement over a certain time interval, and the jump size is correlated to this downward drop. We show that the market data supports such a model and parameter estimates based on market data is discussed. An explicit formula for the risk-neutral drift will be presented so that the option prices based on this model can be computed through Monte-Carlo simulation of the asset price. The characteristic function for the asset price is derived, through which the option prices can be computed by numerical integration. The volatility of asset classes in this model, defined by the variance swap (VIX) equation, is analyzed. A sensitivity study of the volatility with respect to jump parameters is performed. Results are compared to other well-known jump models.
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