American option valuation under time changed tempered stable Levy processes

被引:14
|
作者
Gong, Xiaoli [1 ]
Zhuang, Xintian [1 ]
机构
[1] Northeastern Univ, Sch Business Adm, Shenyang 110169, Peoples R China
基金
美国国家科学基金会;
关键词
Stylized facts; Tempered stable processes; Fourier-cosine technique; Improved particle swarm optimization; STOCHASTIC VOLATILITY; MODELS; CALIBRATION;
D O I
10.1016/j.physa.2016.09.005
中图分类号
O4 [物理学];
学科分类号
0702 ;
摘要
Given that the underlying assets in financial markets exhibit stylized facts such as leptokurtosis, asymmetry, clustering properties and heteroskedasticity effect, this paper presents a novel model for pricing American option under the assumptions that the stock price processes are governed by time changed tempered stable Levy process. As this model is constructed by introducing random time changes into tempered stable (TS) processes which specially refer to normal tempered stable (NTS) distribution as well as classical tempered stable (CTS) distribution, it permits infinite jumps as well as capturing random varying time in stochastic volatility, consequently taking into account the empirical facts such as leptokurtosis, skewness and volatility clustering behaviors. We employ the Fourier-cosine technique to calculate American option and propose the improved Particle Swarm optimization (IPSO) intelligent algorithm for model calibration. To demonstrate the advantage of the constructed model, we carry out empirical research on American index option in financial markets across wide ranges of models, with the time changing normal tempered stable distribution model yielding a superior performance than others. (C) 2016 Elsevier B.V. All rights reserved.
引用
收藏
页码:57 / 68
页数:12
相关论文
共 50 条
  • [31] Perpetual American options under Levy processes
    Boyarchenko, SI
    Levendorskii, SZ
    SIAM JOURNAL ON CONTROL AND OPTIMIZATION, 2002, 40 (06) : 1663 - 1696
  • [32] Perpetual American options under Levy processes
    Boyarchenko, SI
    Levendorskii, SZ
    PROCEEDINGS OF THE 41ST IEEE CONFERENCE ON DECISION AND CONTROL, VOLS 1-4, 2002, : 4446 - 4451
  • [33] American and exotic option pricing with jump diffusions and other Levy processes
    Kirkby, J. Lars
    JOURNAL OF COMPUTATIONAL FINANCE, 2018, 22 (03) : 89 - 148
  • [34] Pricing bounds and approximations for discrete arithmetic Asian options under time-changed Levy processes
    Zeng, Pingping
    Kwok, Yue Kuen
    QUANTITATIVE FINANCE, 2016, 16 (09) : 1375 - 1391
  • [35] Semi-analytical valuation for discrete barrier options under time-dependent Levy processes
    Lian, Guanghua
    Zhu, Song-Ping
    Elliott, Robert J.
    Cui, Zhenyu
    JOURNAL OF BANKING & FINANCE, 2017, 75 : 167 - 183
  • [36] Entrance law, exit system and Levy system of time changed processes
    Chen, Zhen-Qing
    Fukushima, Masatoshi
    Ying, Jiangang
    ILLINOIS JOURNAL OF MATHEMATICS, 2006, 50 (02) : 269 - 312
  • [37] Total value adjustment of Bermudan option valuation under pure jump Levy fluctuations
    Yuan, Gangnan
    Ding, Deng
    Duan, Jinqiao
    Lu, Weiguo
    Wu, Fengyan
    CHAOS, 2022, 32 (02)
  • [38] The Speed of Convergence of the Threshold Estimator of Ruin Probability under the Tempered α-Stable Levy Subordinator
    Gao, Yuan
    You, Honglong
    MATHEMATICS, 2021, 9 (21)
  • [39] LOOKBACK OPTION PRICES UNDER A SPECTRALLY NEGATIVE TEMPERED-STABLE MODEL
    Coqueret, Guillaume
    INTERNATIONAL JOURNAL OF THEORETICAL AND APPLIED FINANCE, 2013, 16 (03)
  • [40] Tempered stable processes with time-varying exponential tails
    Kim, Young Shin
    Roh, Kum-Hwan
    Douady, Raphael
    QUANTITATIVE FINANCE, 2022, 22 (03) : 541 - 561