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Numerical Solution for 2D European Option Pricing Using Quarter-Sweep Modified Gauss-Seidel Method | Science Publications

机译:使用四分之一扫描修正高斯-赛德尔方法的二维欧洲期权定价的数值解决方案科学出版物

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> Problem statement: This study presents the numerical solution of two-dimensional European option pricing problem based on Quarter-Sweep Modified Gauss-Seidel (QSMGS) iterative method. In fact, the pricing of European option with two-underlying assets can be governed by two-dimensional Black-Scholes Partial Differential Equation (PDE). Approach: The PDE needs to be discretized by using full-, half- and quarter-sweep second-order Crank-Nicolson schemes to generate a system of linear equations. Then, the Modified Gauss-Seidel, a preconditioned iterative method is applied to solve the generated linear system. Results: In order to examine the effectiveness of QSMGS method, several numerical experiments of Full-Sweep Gauss-Seidel (FSGS), Half-Sweep Gauss-Seidel (HSGS) and Quarter-Sweep Gauss-Seidel (QSGS) methods are also included for comparison purpose. Thus, the numerical experiments show that the QSMGS iterative method is the fastest in computing as well as having the least number of iterations. In the error analysis, QSMGS method shows good and consistent results. Conclusion: Finally, it can be concluded that QSMGS method is superior in increasing the convergence rate.
机译: > 问题陈述:本研究提出了基于四分之一扫描修正高斯-赛德尔(QSMGS)迭代方法的二维欧式期权定价问题的数值解。实际上,具有两个以下资产的欧洲期权的定价可以由二维布莱克-舒尔斯偏微分方程(PDE)来控制。 方法: PDE需要通过使用全扫描,半扫描和四分之一扫描的二阶Crank-Nicolson方案离散化以生成线性方程组。然后,采用改进的高斯-赛德尔(Gauss-Seidel)预处理迭代方法求解生成的线性系统。 结果:为了检验QSMGS方法的有效性,对全扫描高斯-塞德尔(FSGS),半扫描高斯-塞德尔(HSGS)和四分之一扫描高斯-塞德尔(还包括QSGS)方法以进行比较。因此,数值实验表明,QSMGS迭代方法在计算中最快,并且迭代次数最少。在误差分析中,QSMGS方法显示出良好且一致的结果。 结论:最后,可以得出结论,QSMGS方法在提高收敛速度方面具有优势。

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