Title :
A multi-point distributed random variable accelerator for Monte Carlo simulation in finance
Author :
Liberati, Nicola Bruti ; Platen, Eckhard ; Martini, Filipp ; Piccardi, Massimo
Author_Institution :
Dept. of Math. Sci., Univ. of Technol., Broadway, NSW, Australia
Abstract :
The pricing and hedging of complex derivative securities via Monte Carlo simulations of stochastic differential equations constitutes an intensive computational task. To achieve "real time" execution, as often required by financial institutions, one needs highly efficient implementations of the multi-point distributed random variables underlying the simulations. In this paper a fast and flexible dedicated hardware solution is proposed. A comparative performance analysis demonstrates that the hardware solution is bottleneck-free and flexible, and significantly increases the computational efficiency of the software solution.
Keywords :
Monte Carlo methods; differential equations; field programmable gate arrays; pricing; random processes; stochastic processes; Monte Carlo simulations; financial institutions; multipoint distributed random variable accelerator; pricing; stochastic differential equations; Computational efficiency; Computational modeling; Differential equations; Finance; Hardware; Performance analysis; Pricing; Random variables; Security; Stochastic processes;
Conference_Titel :
Intelligent Systems Design and Applications, 2005. ISDA '05. Proceedings. 5th International Conference on
Print_ISBN :
0-7695-2286-6
DOI :
10.1109/ISDA.2005.11