DocumentCode :
2348640
Title :
Efficient Simulations for Exotic Options under NIG Model
Author :
Xu, Yongjia ; Lai, Yongzeng ; Xi, Xiaojing
Author_Institution :
Coll. of Econ. & Stat., Guangdong Univ. of Bus. Studies, Guangzhou, China
fYear :
2011
fDate :
15-19 April 2011
Firstpage :
1286
Lastpage :
1290
Abstract :
This paper discusses the Monte Carlo and quasi-Monte Carlo methods combined with some variance reduction techniques for exotic option pricing where the log returns of the underlying asset prices follow both the NIG and the normal distributions. An arithmetic Asian option and an Up-and-Out Asian option are considered in this paper. Our test results show that variance reduction methods can usually reduce variances significantly if they are chosen carefully. The results also show that the (randomized) quasi-Monte Carlo method is more efficient than the Monte Carlo method if both are combined with the same variance reduction method.
Keywords :
Gaussian distribution; Monte Carlo methods; normal distribution; pricing; NIG model; arithmetic Asian option; asset prices; exotic option pricing; log returns; normal distributions; normal inverse Gaussian distribution; randomized quasi-Monte Carlo method; up-and-out Asian option; variance reduction techniques; Bridges; Data models; Gaussian distribution; Mathematical model; Monte Carlo methods; Numerical models; Pricing; Monte Carlo; Normal Inverse Gaussian Distributions; Option pricing; Quasi-Monte Carlo simulation methods; variance reduction methods;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Computational Sciences and Optimization (CSO), 2011 Fourth International Joint Conference on
Conference_Location :
Yunnan
Print_ISBN :
978-1-4244-9712-6
Electronic_ISBN :
978-0-7695-4335-2
Type :
conf
DOI :
10.1109/CSO.2011.123
Filename :
5957887
Link To Document :
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