A second order finite volume IMEX Runge-Kutta scheme for two dimensional PDEs in finance
Fuente:
arXiv
Saved in:
| Main Authors: | , , , , |
|---|---|
| Format: | Preprint |
| Published: |
2024
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
| _version_ | 1866929526711255040 |
|---|---|
| author | López-Salas, J. G. Suárez-Taboada, M. Castro, M. J. Ferreiro-Ferreiro, A. M. García-Rodríguez, J. A. |
| author_facet | López-Salas, J. G. Suárez-Taboada, M. Castro, M. J. Ferreiro-Ferreiro, A. M. García-Rodríguez, J. A. |
| contents | In this article we present a novel and general methodology for building second order finite volume implicit-explicit (IMEX) numerical schemes for solving two dimensional financial parabolic PDEs with mixed derivatives. In particular, applications to basket and Heston models are presented. The obtained numerical schemes have excellent properties and are able to overcome the well-documented difficulties related with numerical approximations in the financial literature. The methods achieve true second order convergence with non-regular initial conditions. Besides, the IMEX time integrator allows to overcome the tiny time-step induced by the diffusive term in the explicit schemes, also providing very accurate and non-oscillatory approximations of the Greeks. Finally, in order to assess all the aforementioned good properties of the developed numerical schemes, we compute extremely accurate semi-analytic solutions using multi-dimensional Fourier cosine expansions. A novel technique to truncate the Fourier series for basket options is presented and it is efficiently implemented using multi-GPUs. |
| format | Preprint |
| id |
arxiv_https___arxiv_org_abs_2410_02925 |
| institution | arXiv |
| publishDate | 2024 |
| record_format | arxiv |
| spellingShingle | A second order finite volume IMEX Runge-Kutta scheme for two dimensional PDEs in finance López-Salas, J. G. Suárez-Taboada, M. Castro, M. J. Ferreiro-Ferreiro, A. M. García-Rodríguez, J. A. Numerical Analysis Computational Finance Mathematical Finance In this article we present a novel and general methodology for building second order finite volume implicit-explicit (IMEX) numerical schemes for solving two dimensional financial parabolic PDEs with mixed derivatives. In particular, applications to basket and Heston models are presented. The obtained numerical schemes have excellent properties and are able to overcome the well-documented difficulties related with numerical approximations in the financial literature. The methods achieve true second order convergence with non-regular initial conditions. Besides, the IMEX time integrator allows to overcome the tiny time-step induced by the diffusive term in the explicit schemes, also providing very accurate and non-oscillatory approximations of the Greeks. Finally, in order to assess all the aforementioned good properties of the developed numerical schemes, we compute extremely accurate semi-analytic solutions using multi-dimensional Fourier cosine expansions. A novel technique to truncate the Fourier series for basket options is presented and it is efficiently implemented using multi-GPUs. |
| title | A second order finite volume IMEX Runge-Kutta scheme for two dimensional PDEs in finance |
| topic | Numerical Analysis Computational Finance Mathematical Finance |
| url | https://arxiv.org/abs/2410.02925 |