Title :
Option Sensitivity Simulation by Malliavin Calculus and Quasi-Monte Carlo Methods
Author :
Xu, Yongjia ; Lai, Yongzeng ; Zeng, Yan
Author_Institution :
Coll. of Econ. & Stat., Guangdong Univ. of Bus. Studies, Guangzhou, China
Abstract :
This paper discusses simulation of the sensitivities or Greek letters of options by Malliavin calculus (MV) combined with Monte Carlo (MC) and quasi-Monte Carlo (QMC) methods. Formulas for Greek letters are derived for options with one underlying asset in both path independent and path dependent cases. Numerical results show that the MV method is much more efficient than the finite difference (FD) method for options with non-smooth payoff functions. The superiority of the first over the second is more significant when combined with QMC methods.
Keywords :
Monte Carlo methods; asset management; calculus; pricing; simulation; Greek letters; MC method; Malliavin calculus; QMC method; option sensitivity simulation; path dependent case; path independent case; quasiMonte Carlo method; Business; Calculus; Educational institutions; Monte Carlo methods; Numerical models; Sensitivity; Standards; Malliavin calculus; Monte Carlo method; option sensitivity or Greek letter; quasi-Monte Carlo methods;
Conference_Titel :
Business Intelligence and Financial Engineering (BIFE), 2012 Fifth International Conference on
Conference_Location :
Lanzhou
Print_ISBN :
978-1-4673-2092-4
DOI :
10.1109/BIFE.2012.39