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来源类型Working Paper
规范类型报告
DOI10.3386/w15850
来源IDWorking Paper 15850
Modeling Financial Contagion Using Mutually Exciting Jump Processes
Yacine Aït-Sahalia; Julio Cacho-Diaz; Roger J.A. Laeven
发表日期2010-03-25
出版年2010
语种英语
摘要Adverse shocks to stock markets propagate across the world, with a jump in one region of the world seemingly causing an increase in the likelihood of a different jump in another region of the world. To capture this effect mathematically, we introduce a model for asset return dynamics with a drift component, a volatility component and mutually exciting jumps known as Hawkes processes. In the model, a jump in one region of the world or one segment of the market increases the intensity of jumps occurring both in the same region (self-excitation) as well as in other regions (cross-excitation). The model generates the type of jump clustering that is observed empirically. Jump intensities then mean-revert until the next jump. We develop and implement an estimation procedure for this model. Our estimates provide evidence for self-excitation both in the US market as well as in other world markets. Furthermore, we find that US jumps tend to get reflected quickly in most other markets, while statistical evidence for the reverse transmission is much less pronounced. Implications of the model for measuring market stress, risk management and optimal portfolio choise are also investigated.
主题Econometrics ; Estimation Methods ; Financial Economics ; Financial Markets
URLhttps://www.nber.org/papers/w15850
来源智库National Bureau of Economic Research (United States)
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条目标识符http://119.78.100.153/handle/2XGU8XDN/573523
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Yacine Aït-Sahalia,Julio Cacho-Diaz,Roger J.A. Laeven. Modeling Financial Contagion Using Mutually Exciting Jump Processes. 2010.
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