A lattice approach for option pricing under a regime-switching GARCH-jump model

被引:2
|
作者
Guo, Zhiyu [1 ]
Bai, Yizhou [2 ]
机构
[1] Nankai Univ, Sch Business, Tianjin 300071, Peoples R China
[2] Civil Aviat Univ China, Coll Sci, Tianjin 300071, Peoples R China
基金
中国国家自然科学基金;
关键词
GARCH process; Jump; Lattice algorithm; Option pricing; Regime switching; RETURNS;
D O I
10.1017/S0269964821000292
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
In this study, we consider option pricing under a Markov regime-switching GARCH-jump (RS-GARCH-jump) model. More specifically, we derive the risk neutral dynamics and propose a lattice algorithm to price European and American options in this framework. We also provide a method of parameter estimation in our RS-GARCH-jump setting using historical data on the underlying time series. To measure the pricing performance of the proposed algorithm, we investigate the convergence of the tree-based results to the true option values and show that this algorithm exhibits good convergence. By comparing the pricing results of RS-GARCH-jump model with regime-switching GARCH (RS-GARCH) model, GARCH-jump model, GARCH model, Black-Scholes (BS) model, and Regime-Switching (RS) model, we show that accommodating jump effect and regime switching substantially changes the option prices. The empirical results also show that the RS-GARCH-jump model performs well in explaining option prices and confirm the importance of allowing for both jump components and regime switching.
引用
收藏
页码:1138 / 1170
页数:33
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