关于希腊人对美式期权的数值近似的注释

IF 4 2区 数学 Q1 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Mathematics and Computers in Simulation Pub Date : 2025-04-01 Epub Date: 2024-11-01 DOI:10.1016/j.matcom.2024.10.038
Karel J. in ’t Hout
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引用次数: 0

摘要

在这篇文章中,我们通过时间相关偏微分互补问题(PDCPs)的数值解来考虑美式期权的希腊Delta和Gamma的近似。这种方法非常有吸引力,因为它可以在相关期权价值函数的PDCP数值解过程中,在基本上没有额外计算成本的情况下,得到这些希腊值的精确近似值。对于时间离散化,Crank-Nicolson方法可以说是计算金融中最流行的方法。然而,众所周知的是,这种方法在近似美式期权的希腊Delta和Gamma时可能会有不希望的收敛行为,即使使用向后欧拉阻尼(Rannacher平滑)。在本文中,对于PDCP的时间离散化,我们研究了一类有趣的对角隐式Runge-Kutta (DIRK)方法和两阶段Lobatto IIIC方法。通过对单资产和双资产美式期权的大量数值实验表明,这些方法可以对期权值以及希腊Delta和Gamma产生规则的二阶收敛行为。相互比较表明,适当选择参数θ的DIRK方法是比较好的。
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A note on the numerical approximation of Greeks for American-style options
In this note, we consider the approximation of the Greeks Delta and Gamma of American-style options through the numerical solution of time-dependent partial differential complementarity problems (PDCPs). This approach is very attractive as it can yield accurate approximations to these Greeks at essentially no additional computational cost during the numerical solution of the PDCP for the pertinent option value function. For the temporal discretization, the Crank–Nicolson method is arguably the most popular method in computational finance. It is well-known, however, that this method can have an undesirable convergence behaviour in the approximation of the Greeks Delta and Gamma for American-style options, even when backward Euler damping (Rannacher smoothing) is employed.
In this note, for the temporal discretization of the PDCP, we study an interesting family of diagonally implicit Runge–Kutta (DIRK) methods together with the two-stage Lobatto IIIC method. Through ample numerical experiments for one- and two-asset American-style options, it is shown that these methods can yield a regular second-order convergence behaviour for the option value as well as for the Greeks Delta and Gamma. A mutual comparison reveals that the DIRK method with suitably chosen parameter θ is preferable.
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来源期刊
Mathematics and Computers in Simulation
Mathematics and Computers in Simulation 数学-计算机:跨学科应用
CiteScore
8.90
自引率
4.30%
发文量
335
审稿时长
54 days
期刊介绍: The aim of the journal is to provide an international forum for the dissemination of up-to-date information in the fields of the mathematics and computers, in particular (but not exclusively) as they apply to the dynamics of systems, their simulation and scientific computation in general. Published material ranges from short, concise research papers to more general tutorial articles. Mathematics and Computers in Simulation, published monthly, is the official organ of IMACS, the International Association for Mathematics and Computers in Simulation (Formerly AICA). This Association, founded in 1955 and legally incorporated in 1956 is a member of FIACC (the Five International Associations Coordinating Committee), together with IFIP, IFAV, IFORS and IMEKO. Topics covered by the journal include mathematical tools in: •The foundations of systems modelling •Numerical analysis and the development of algorithms for simulation They also include considerations about computer hardware for simulation and about special software and compilers. The journal also publishes articles concerned with specific applications of modelling and simulation in science and engineering, with relevant applied mathematics, the general philosophy of systems simulation, and their impact on disciplinary and interdisciplinary research. The journal includes a Book Review section -- and a "News on IMACS" section that contains a Calendar of future Conferences/Events and other information about the Association.
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