A novel local meshless scheme based on the radial basis function for pricing multi-asset options

IF 1.1 Q2 MATHEMATICS, APPLIED Computational Methods for Differential Equations Pub Date : 2021-08-08 DOI:10.22034/CMDE.2021.44790.1891
H. Mesgarani, S. Ahanj, Y. E. Aghdam
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引用次数: 2

Abstract

‎A novel local meshless scheme based on the radial basis function (RBF) is introduced in this article for price multi-asset options of even European and American types based on the Black-Scholes model‎. ‎The proposed approach is obtained by using operator splitting and repeating the schemes of Richardson extrapolation in the time direction and coupling the RBF technology with a finite-difference (FD) method that leads to extremely sparse matrices in the spatial direction‎. ‎Therefore‎, ‎it is free of the ill-conditioned difficulties that are typical of the standard RBF approximation‎. ‎We have used a strong iterative idea named the stabilized Bi-conjugate gradient process (BiCGSTAB) to solve highly sparse systems raised by the new approach‎. ‎Moreover‎, ‎based on a review performed in the current study‎, ‎the presented scheme is unconditionally stable in the case of independent assets when spatial discretization nodes are equispaced‎. ‎As seen in numerical experiments‎, ‎it has a low computational cost and generates higher accuracy‎. ‎Finally‎, ‎the proposed local RBF scheme is very versatile so that it can be used easily for Solving numerous models and obstacles not just in the finance sector‎, ‎as well as in other fields of engineering and science‎. ‎Finally‎, ‎we conclude that the proposed local RBF scheme is very versatile so that it can be used easily for Solving numerous models and obstacles not just in the finance sector‎, ‎as well as in other fields of engineering and science‎.
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基于径向基函数的局部无网格多资产期权定价方法
‎摘要在Black-Scholes模型的基础上,提出了一种新的基于径向基函数(RBF)的局部无网格方案,适用于欧美类型的价格型多资产期权‎. ‎所提出的方法是通过在时间方向上使用算子分裂和重复Richardson外推方案,并将RBF技术与有限差分(FD)方法相结合,从而在空间方向上产生极稀疏的矩阵来获得的‎. ‎因此‎, ‎它没有标准RBF近似的典型病态困难‎. ‎我们使用了一个强大的迭代思想,称为稳定的双共轭梯度过程(BiCGSTAB)来解决新方法提出的高度稀疏系统‎. ‎此外‎, ‎基于当前研究中的综述‎, ‎在独立资产的情况下,当空间离散化节点等距时,该方案是无条件稳定的‎. ‎如数值实验所示‎, ‎它具有较低的计算成本和较高的精度‎. ‎最后‎, ‎所提出的局部RBF方案非常通用,因此它可以很容易地用于解决许多模型和障碍,而不仅仅是在金融部门‎, ‎以及其他工程和科学领域‎. ‎最后‎, ‎我们得出的结论是,所提出的局部RBF方案是非常通用的,因此它可以很容易地用于解决许多模型和障碍,而不仅仅是在金融部门‎, ‎以及其他工程和科学领域‎.
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来源期刊
CiteScore
2.20
自引率
27.30%
发文量
0
审稿时长
4 weeks
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