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

被引:1
|
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
相关论文
共 50 条
  • [11] American Option Pricing and Filtering with a Hidden Regime-Switching Jump Diffusion
    Siu, Tak Kuen
    Elliott, Robert J.
    [J]. JOURNAL OF DERIVATIVES, 2022, 29 (03): : 106 - 123
  • [12] NUMERICAL SCHEMES FOR OPTION PRICING IN REGIME-SWITCHING JUMP DIFFUSION MODELS
    Florescu, Ionut
    Liu, Ruihua
    Mariani, Maria Cristina
    Sewell, Granville
    [J]. INTERNATIONAL JOURNAL OF THEORETICAL AND APPLIED FINANCE, 2013, 16 (08)
  • [13] A tree approach to options pricing under regime-switching jump diffusion models
    Liu, R. H.
    Nguyen, D.
    [J]. INTERNATIONAL JOURNAL OF COMPUTER MATHEMATICS, 2015, 92 (12) : 2575 - 2595
  • [14] A RBF based finite difference method for option pricing under regime-switching jump-diffusion model
    Kumar, Alpesh
    Kumar, B. V. Rathish
    [J]. INTERNATIONAL JOURNAL FOR COMPUTATIONAL METHODS IN ENGINEERING SCIENCE & MECHANICS, 2019, 20 (05): : 451 - 459
  • [15] On regime-switching European option pricing
    Kalovwe, Sebastian Kaweto
    Mwaniki, Joseph Ivivi
    Simwa, Richard Onyino
    [J]. COGENT ECONOMICS & FINANCE, 2023, 11 (01):
  • [16] On barrier option pricing by Erlangization in a regime-switching model with jumps
    Deelstra, Griselda
    Latouche, Guy
    Simon, Matthieu
    [J]. JOURNAL OF COMPUTATIONAL AND APPLIED MATHEMATICS, 2020, 371
  • [17] Pricing Fade-in Options Under GARCH-Jump Processes
    Wang, Xingchun
    Zhang, Han
    [J]. COMPUTATIONAL ECONOMICS, 2023,
  • [18] A generalized approach for pricing American options under a regime-switching model
    Zheng, Yawen
    Zhu, Song-Ping
    [J]. IMA JOURNAL OF MANAGEMENT MATHEMATICS, 2024,
  • [19] The GARCH option pricing model: A modification of lattice approach
    Wu C.-C.
    [J]. Review of Quantitative Finance and Accounting, 2006, 26 (1) : 55 - 66
  • [20] REGIME-SWITCHING RECOMBINING TREE FOR OPTION PRICING
    Liu, R. H.
    [J]. INTERNATIONAL JOURNAL OF THEORETICAL AND APPLIED FINANCE, 2010, 13 (03) : 479 - 499