具有随机利率的显解Heston模型

M. C. Recchioni, Y. Sun
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引用次数: 29

摘要

本文讨论了Grzelak和Oosterlee(2011)中描述的具有随机利率的赫斯顿混合模型的一种变体。这种变化导致了一个多因素赫斯顿模型,其中一个因素是随机利率。具体来说,资产价格的动态是通过两个随机因素来描述的:一个与随机波动率有关,另一个与随机利率有关。所提出的模型具有分析上可处理的优点,同时保留了Grzelak和Oosterlee(2011)的Heston混合模型和Christoffersen等人(2009)的多因素Heston模型的良好特征。分析处理是基于概率密度函数的适当参数化,这使我们能够计算明确的相关积分,这些积分定义了期权定价和矩公式。资产价格和对数价格变量的矩和混合矩用不涉及积分的初等公式给出。提出了一种估算模型参数的程序,并使用三种不同的数据集进行了验证:美国标准普尔500指数的看涨期权和看跌期权的价格,法国农业信贷银行指数挂钩政策的价值,Azione Piu capital Garantito Em.64。美国3个月、2年期和10年期国债收益率。实证分析表明,随机利率作为波动因素发挥了至关重要的作用,并提供了一个在期权定价方面优于赫斯顿模型的多因素模型。该模型还可以深入了解短期和长期债券收益率之间的关系。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
An Explicitly Solvable Heston Model with Stochastic Interest Rate
This paper deals with a variation of the Heston hybrid model with stochastic interest rate illustrated in Grzelak and Oosterlee (2011). This variation leads to a multi-factor Heston model where one factor is the stochastic interest rate. Specifically, the dynamics of the asset price is described through two stochastic factors: one related to the stochastic volatility and the other to the stochastic interest rate. The proposed model has the advantage of being analytically tractable while preserving the good features of the Heston hybrid model in Grzelak and Oosterlee (2011) and of the multi-factor Heston model in Christoffersen et al. (2009). The analytical treatment is based on an appropriate parametrization of the probability density function which allows us to compute explicitly relevant integrals which define option pricing and moment formulas. The moments and mixed moments of the asset price and log-price variables are given by elementary formulas which do not involve integrals. A procedure to estimate the model parameters is proposed and validated using three different data-sets: the prices of call and put options on the U.S. S&P 500 index, the values of the Credit Agricole index linked policy, Azione Piu Capitale Garantito Em.64., and the U.S. three-month, two and ten year government bond yields. The empirical analysis shows that the stochastic interest rate plays a crucial role as a volatility factor and provides a multi-factor model that outperforms the Heston model in pricing options. This model can also provide insights into the relationship between short and long term bond yields.
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