Option pricing under GARCH models with Hansen's skewed-t distributed innovations

被引:15
|
作者
Liu, Yanxin [1 ]
Li, Johnny Siu-Hang [1 ]
Ng, Andrew Cheuk-Yin [2 ]
机构
[1] Univ Waterloo, Dept Stat & Actuarial Sci, Waterloo, ON N2L 3G1, Canada
[2] Chinese Univ Hong Kong, Dept Finance, Hong Kong, Hong Kong, Peoples R China
关键词
Hansen's skewed-t distribution; Canonical valuation; Maximum entropy measure; CONDITIONAL HETEROSKEDASTICITY; VALUATION; VOLATILITY; STOCK; RETURN;
D O I
10.1016/j.najef.2014.10.007
中图分类号
F8 [财政、金融];
学科分类号
0202 ;
摘要
Recently, there has been a wave of work on option pricing under GARCH-type models with non-normal innovations. However, many of the existing valuation results rely on the existence of the moment generating function of the innovations' distribution, thereby ruling out the use of heavy-tailed distributions such as Student's t and its variants, which may better capture the excess kurtosis in historical asset returns. In this paper, we consider option pricing under GARCH models with Hansen's skewed-t distributed innovations. To overcome the limitations of the existing valuation results, we apply risk-neutralization to the empirical distribution of the simulated sample paths rather than the innovations' parametric distribution. We illustrate our proposed method by pricing options written on the S&P 500 index. (C) 2014 Elsevier Inc. All rights reserved.
引用
收藏
页码:108 / 125
页数:18
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