Modeling foreign exchange market activity around macroeconomic news: Hawkes-process approach

被引:42
|
作者
Rambaldi, Marcello [1 ]
Pennesi, Paris [2 ]
Lillo, Fabrizio [1 ,3 ,4 ]
机构
[1] Scuola Normale Super Pisa, I-56126 Pisa, Italy
[2] HSBC Bank, eFX Quantitat Trading, London E14 5HQ, England
[3] Univ Palermo, Dipartimento Fis & Chim, I-90128 Palermo, Italy
[4] Santa Fe Inst, Santa Fe, NM 87501 USA
来源
PHYSICAL REVIEW E | 2015年 / 91卷 / 01期
关键词
IMPACT; ANNOUNCEMENTS; INFORMATION; VOLATILITY;
D O I
10.1103/PhysRevE.91.012819
中图分类号
O35 [流体力学]; O53 [等离子体物理学];
学科分类号
070204 ; 080103 ; 080704 ;
摘要
We present a Hawkes-model approach to the foreign exchange market in which the high-frequency price dynamics is affected by a self-exciting mechanism and an exogenous component, generated by the pre-announced arrival of macroeconomic news. By focusing on time windows around the news announcement, we find that the model is able to capture the increase of trading activity after the news, both when the news has a sizable effect on volatility and when this effect is negligible, either because the news in not important or because the announcement is in line with the forecast by analysts. We extend the model by considering noncausal effects, due to the fact that the existence of the news (but not its content) is known by the market before the announcement.
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页数:15
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