Simulating Theta and Gamma of American Options

IF 0.4 4区 经济学 Q4 BUSINESS, FINANCE Journal of Derivatives Pub Date : 2023-02-17 DOI:10.3905/jod.2023.1.177
P.A. Nguyen, Daniel Mitchell
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Abstract

This article derives explicit expressions to simulate theta and gamma for American options using the pathwise derivative method. Although the pathwise derivative formulas for delta, rho, and vega of American options have been studied in the literature, no correct explicit results for theta and gamma exist. In addition, we propose a simulation-based least-square method to compute the optimal stopping boundary for American options. The optimal stopping boundary is needed to evaluate our pathwise derivative expression for gamma and can be used in the integral method to calculate the price and Greeks of American options. Our proposed least-square approach to compute the optimal stopping boundary provides an alternative to the traditional recursive method of solving a system of equations. We also incorporate a Brownian bridge in the computation of the Greeks and extend the application of our results to American basket options.
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模拟美国期权的Theta和Gamma
本文用路径导数法推导出美国期权的显式表达式来模拟theta和gamma。虽然文献中已经研究了美式期权的delta, rho和vega的路径导数公式,但对于theta和gamma没有正确的明确结果。此外,我们提出了一种基于模拟的最小二乘法来计算美式期权的最优止损边界。最优止损边界是求路径导数表达式所必需的,可用于积分法计算美式期权的价格和希腊值。我们提出的计算最优停止边界的最小二乘方法为求解方程组的传统递归方法提供了一种替代方法。我们还在希腊的计算中加入了布朗桥,并将我们的结果扩展到美国的一篮子期权。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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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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