非参数Heston随机局部波动率模型的VIX期权定价

IF 0.4 4区 经济学 Q4 BUSINESS, FINANCE Journal of Derivatives Pub Date : 2023-11-03 DOI:10.3905/jod.2023.1.195
Junmei Ma, Jiaxing Gong, Wei Xu
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引用次数: 0

摘要

Heston-Dupire模型是一种成熟的非参数表示的随机局部波动模型。该模型与市场上观察到的期权隐含波动率面非常接近。然而,由于其非参数局部分量,蒙特卡罗模拟是该模型下唯一可行的衍生品定价数值方法。在Heston-Dupire模型下,本文提出了一种新的柳树方法来代替蒙特卡罗模拟对奇异期权和VIX期权进行定价。给出了该方法的收敛速度,并通过数值实验验证了该方法的准确性和有效性。我们提出的方法提供了一种替代的数值技术,可以提高在Heston-Dupire模型下衍生品定价的计算效率。
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VIX Option Pricing for Non-Parameter Heston Stochastic Local Volatility Model
The Heston-Dupire model is a well-established stochastic local volatility model that offers a non-parametric representation. This model is known to closely match the implied volatility surface of options observed in the market. However, due to its non-parametric local component, Monte Carlo simulation is the only viable numerical method for derivative pricing under this model. This article proposes a novel willow tree method to replace Monte Carlo simulation for pricing exotic options and VIX options under the Heston-Dupire model. We provide the convergence rate of this method and conduct several numerical experiments to demonstrate its accuracy and efficiency. Our proposed method offers an alternative numerical technique that can enhance the computational efficiency of pricing derivatives under the Heston-Dupire model.
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来源期刊
Journal of Derivatives
Journal of Derivatives Economics, Econometrics and Finance-Economics and Econometrics
CiteScore
1.30
自引率
14.30%
发文量
35
期刊介绍: The Journal of Derivatives (JOD) is the leading analytical journal on derivatives, providing detailed analyses of theoretical models and how they are used in practice. JOD gives you results-oriented analysis and provides full treatment of mathematical and statistical information on derivatives products and techniques. JOD includes articles about: •The latest valuation and hedging models for derivative instruments and securities •New tools and models for financial risk management •How to apply academic derivatives theory and research to real-world problems •Illustration and rigorous analysis of key innovations in derivative securities and derivative markets
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