Title :
Fast Monte Carlo valuation of barrier options for jump diffusion processes
Author :
Metwally, Steve A K ; Atiya, Amir F.
Author_Institution :
Lehman Bros., New York, NY, USA
Abstract :
We present a fast and unbiased Monte Carlo approach to pricing barrier options when the underlying security follows a simple jump diffusion process with constant parameters and a continuously monitored barrier. We develop an algorithm that is based on the Brownian bridge concept and on a sampling approach to successively evaluate an integral that results from the application of the Brownian bridge. This method achieves zero bias. In addition, it is about 100 times faster than the conventional Monte Carlo method for which the discretization interval is chosen so as to achieve acceptable bias.
Keywords :
Monte Carlo methods; costing; economic cybernetics; finance; stock markets; Brownian bridge concept; Monte Carlo valuation; barrier options; discretization interval; finance; jump diffusion processes; pricing; sampling approach; security; zero bias; Bridges; Computational modeling; Condition monitoring; Cost accounting; Diffusion processes; Exponential distribution; Monte Carlo methods; Pricing; Sampling methods; Security;
Conference_Titel :
Computational Intelligence for Financial Engineering, 2003. Proceedings. 2003 IEEE International Conference on
Print_ISBN :
0-7803-7654-4
DOI :
10.1109/CIFER.2003.1196248