Monte Carlo option pricing with asymmetric realized volatility dynamics

被引:3
作者
Allen, David E. [2 ]
McAleer, Michael [3 ,4 ,5 ]
Scharth, Marcel [1 ,4 ]
机构
[1] Vrije Univ Amsterdam, Dept Econometr, Amsterdam, Netherlands
[2] Edith Cowan Univ, Sch Accounting Finance & Econ, Churchlands, WA 6018, Australia
[3] Erasmus Univ, Inst Econometr, Rotterdam, Netherlands
[4] Tinbergen Inst, Amsterdam, Netherlands
[5] Univ Tokyo, Fac Econ, CIRJE, Tokyo 1138654, Japan
关键词
Realized volatility; Option pricing; Volatility of volatility; Leverage effects; LONG-MEMORY; MODEL;
D O I
10.1016/j.matcom.2010.06.010
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
What are the advances introduced by realized volatility models in pricing options? In this short paper we analyze a simple option pricing framework based on the dually asymmetric realized volatility model, which emphasizes extended leverage effects and empirical regularity of high volatility risk during high volatility periods. We conduct a brief empirical analysis of the pricing performance of this approach against some benchmark models using data from the S&P 500 options in the 2001-2004 period. The results indicate that as expected the superior forecasting accuracy of realized volatility translates into significantly smaller pricing errors when compared to models of the GARCH family. Most importantly, our results indicate that the presence of leverage effects and a high volatility risk are essential for understanding common option pricing anomalies. (c) 2010 IMACS. Published by Elsevier B.V. All rights reserved.
引用
收藏
页码:1247 / 1256
页数:10
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