Title :
Hybrid parallel solutions of the Black-Scholes PDE with the truncated combination technique
Author :
Benk, Janos ; Pflüger, Dirk
Author_Institution :
Tech. Univ. Munchen, Garching, Germany
Abstract :
This paper presents an efficient approach to parallel pricing of multi-dimensional financial derivatives based on the Black-Scholes Partial Differential Equation (BS-PDE). One of the main challenges for such multi-dimensional problems is the curse of dimensionality, that is tackled in our approach by the combination technique (CT). This technique consists of a combination of several solutions obtained on anisotropic full grids. Hence, it offers the possibility to compute the BS-PDE on each one in an embarrassingly parallel way. Besides parallelizing on the CT level, we have developed a shared memory parallel multigrid solver for the BS-PDE. The parallel efficiency of our hybrid parallel approach is demonstrated by strong scaling results of 5D and 6D pricing problems.
Keywords :
combinatorial mathematics; financial data processing; partial differential equations; pricing; shared memory systems; 5D pricing problems; 6D pricing problems; BS-PDE; Black-Scholes PDE; CT level; anisotropic full grids; hybrid parallel solutions; multidimensional financial derivatives; parallel pricing; partial differential equation; shared memory parallel multigrid solver; truncated combination technique; Convergence; Europe; Investments; Measurement uncertainty; Pricing; Program processors; Stochastic processes; Black-Scholes PDE; combination technique; parallelization; sparse grids;
Conference_Titel :
High Performance Computing and Simulation (HPCS), 2012 International Conference on
Conference_Location :
Madrid
Print_ISBN :
978-1-4673-2359-8
DOI :
10.1109/HPCSim.2012.6266992