Title :
Reconfigurable Control Variate Monte-Carlo Designs for Pricing Exotic Options
Author :
Tse, Anson H T ; Thomas, David B. ; Tsoi, K.H. ; Luk, Wayne
Author_Institution :
Dept. of Comput., Imperial Coll. London, London, UK
fDate :
Aug. 31 2010-Sept. 2 2010
Abstract :
Exotic options are financial derivatives which have complex features including path-dependency. These complex features make them difficult to price, as only computationally intensive Monte-Carlo methods can provide accurate prices. This paper proposes an FPGA-accelerated control variate Monte-Carlo (CVMC) framework for pricing exotic options. An optimised implementation of arithmetic Asian option pricing under this framework in a Virtex-5 xc5vlx330t FPGA at 200 MHz is 24 times faster than a multi-threaded software implementation on a Xeon E5420 at 2.5 GHz; it is also 2.4 times faster than the Tesla C1060 GPU at 1.3 GHz.
Keywords :
Monte Carlo methods; field programmable gate arrays; financial data processing; pricing; reconfigurable architectures; FPGA accelerated control variate Monte Carlo framework; Virtex-5 xc5vlx330t FPGA; arithmetic Asian option pricing; exotic option pricing; financial derivatives; path dependency; reconfigurable control variate Monte Carlo design; FPGA; GPU; Monte-Carlo; control variate; exotic options; option pricing;
Conference_Titel :
Field Programmable Logic and Applications (FPL), 2010 International Conference on
Conference_Location :
Milano
Print_ISBN :
978-1-4244-7842-2
DOI :
10.1109/FPL.2010.46