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A highly sensitive mean-reverting process in finance and the Euler-Maruyama approximations

机译:金融领域的高度敏感均值回复过程和Euler-Maruyama近似

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摘要

Empirical studies show that the most successful continuous-time models of the short term rate in capturing the dynamics are those that allow the volatility of interestchanges to be highly sensitive to the level of the rate. However, from the mathematics, the high sensitivity to the level implies that the coeffcients do not satisfy the lineargrowth condition, so we can not examine its properties by traditional techniques. This paper overcomes the mathematical difculties due to the nonlinear growth and examines its analytical properties and the convergence of numerical solutions in probability. The convergence result can be used to justify the method within Monte-Carlo simulations that compute the expected payoff of financial products. For illustration, we apply our results compute the value of a bond with interest rate given by the highly sensitive mean-reverting process as well as the value of a single barrier call option with the asset price governed by this process.
机译:实证研究表明,在捕捉动态过程中,最成功的短期利率连续时间模型是那些能够使利率变化的波动率对利率水平高度敏感的模型。但是,从数学上讲,对水平的高灵敏度意味着系数不满足线性增长条件,因此我们无法通过传统技术来检验其性质。本文克服了由于非线性增长而引起的数学难题,并研究了其分析性质和数值解在概率上的收敛性。收敛结果可用于证明蒙特卡洛模拟中计算金融产品预期收益的方法的合理性。为了说明这一点,我们应用我们的结果来计算债券的价值,该债券的利率由高度敏感的均值回复过程给出,以及单个障碍看涨期权的价值(资产价格受此过程控制)。

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  • 年度 2008
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