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.
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H Milton Stewart Sch Ind & Syst Engn, 755 Ferst Dr NW, Atlanta, GA 30332 USAH Milton Stewart Sch Ind & Syst Engn, 755 Ferst Dr NW, Atlanta, GA 30332 USA
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Univ Calif Berkeley, Haas Sch Business, Berkeley, CA 94720 USA
Univ South Australia, Sch Commerce, Adelaide, SA 5001, AustraliaUniv Calif Berkeley, Haas Sch Business, Berkeley, CA 94720 USA
Lian, Guanghua
Zhu, Song-Ping
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Univ Wollongong, Sch Math & Appl Stat, Wollongong, NSW 2522, AustraliaUniv Calif Berkeley, Haas Sch Business, Berkeley, CA 94720 USA
Zhu, Song-Ping
Elliott, Robert J.
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Univ South Australia, Adelaide, SA 5001, Australia
Univ Calgary, Calgary, AB T2N 1N4, CanadaUniv Calif Berkeley, Haas Sch Business, Berkeley, CA 94720 USA
Elliott, Robert J.
Cui, Zhenyu
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Stevens Inst Technol, Financial Engn Div, Hoboken, NJ 07030 USAUniv Calif Berkeley, Haas Sch Business, Berkeley, CA 94720 USA
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Univ Macau, Dept Math, Macau 999078, Peoples R ChinaUniv Macau, Dept Math, Macau 999078, Peoples R China
Yuan, Gangnan
Ding, Deng
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Univ Macau, Dept Math, Macau 999078, Peoples R ChinaUniv Macau, Dept Math, Macau 999078, Peoples R China
Ding, Deng
Duan, Jinqiao
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IIT, Dept Appl Math, Chicago, IL 60616 USAUniv Macau, Dept Math, Macau 999078, Peoples R China
Duan, Jinqiao
Lu, Weiguo
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Univ Macau, Dept Math, Macau 999078, Peoples R ChinaUniv Macau, Dept Math, Macau 999078, Peoples R China
Lu, Weiguo
Wu, Fengyan
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Univ Macau, Dept Math, Macau 999078, Peoples R China
Chongqing Univ, Coll Math & Stat, Chongqing 401331, Peoples R ChinaUniv Macau, Dept Math, Macau 999078, Peoples R China