DocumentCode :
2446654
Title :
Pricing of cross-currency interest rate derivatives on Graphics Processing Units
Author :
Dang, Duy Minh
Author_Institution :
Dept. of Comput. Sci., Univ. of Toronto, Toronto, ON, Canada
fYear :
2010
fDate :
19-23 April 2010
Firstpage :
1
Lastpage :
8
Abstract :
We present a Graphics Processing Unit (GPU) parallelization of the computation of the price of cross-currency interest rate derivatives via a Partial Differential Equation (PDE) approach. In particular, we focus on the GPU-based parallel computation of the price of long-dated foreign exchange interest rate hybrids, namely Power Reverse Dual Currency (PRDC) swaps with Bermudan cancelable features. We consider a three-factor pricing model with foreign exchange skew which results in a time-dependent parabolic PDE in three spatial dimensions. Finite difference methods on uniform grids are used for the spatial discretization of the PDE, and the Alternating Direction Implicit (ADI) technique is employed for the time discretization. We then exploit the parallel architectural features of GPUs together with the Compute Unified Device Architecture (CUDA) framework to design and implement an efficient parallel algorithm for pricing PRDC swaps. Over each period of the tenor structure, we divide the pricing of a Bermudan cancelable PRDC swap into two independent pricing subproblems, each of which can efficiently be solved on a GPU via a parallelization of the ADI scheme at each timestep. Using this approach on two NVIDIA Tesla C870 GPUs of an NVIDIA 4-GPU Tesla S870 to price a Bermudan cancelable PRDC swap having a 30 year maturity and annual exchange of fund flows, we have achieved an asymptotic speedup by a factor of 44 relative to a single thread on a 2.0GHz Xeon processor.
Keywords :
computer graphic equipment; coprocessors; differential equations; exchange rates; financial data processing; finite difference methods; parallel processing; ADI; Bermudan cancelable features; CUDA; GPU; PDE; PRDC; alternating direction implicit; compute unified device architecture; cross currency interest rate derivatives; finite difference methods; graphics processing units; partial differential equation; power reverse dual currency; time discretization; ADI; Alternating Direction Implicit; Bermudan cancelable; Graphics Processing Units; PDE; Partial Differential Equation; Power Reverse Dual Currency swaps; finite differences; parallel computing;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Parallel & Distributed Processing, Workshops and Phd Forum (IPDPSW), 2010 IEEE International Symposium on
Conference_Location :
Atlanta, GA
Print_ISBN :
978-1-4244-6533-0
Type :
conf
DOI :
10.1109/IPDPSW.2010.5470708
Filename :
5470708
Link To Document :
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