详细信息
Modeling aggressive market order placements with Hawkes factor models ( SCI-EXPANDED收录)
文献类型:期刊文献
英文题名:Modeling aggressive market order placements with Hawkes factor models
作者:Xu, Hai-Chuan[1,2];Zhou, Wei-Xing[1,2,3]
机构:[1]East Chine Univ Sci & Technol, Res Ctr Econophys, Shanghai, Peoples R China;[2]East Chine Univ Sci & Technol, Dept Finance, Shanghai, Peoples R China;[3]East Chine Univ Sci & Technol, Dept Math, Shanghai, Peoples R China
年份:2020
卷号:15
期号:1
外文期刊名:PLOS ONE
收录:;WOS:【SSCI(收录号:WOS:000534350000023),SCI-EXPANDED(收录号:WOS:000534350000023)】;
基金:This work was supported in part by the National Natural Science Foundation of China (71971081, U1811462 and 71501072) and the Fundamental Research Funds for the Central Universities.
语种:英文
摘要:Price changes are induced by aggressive market orders in stock market. We introduce a bivariate marked Hawkes process to model aggressive market order arrivals at the micro-structural level. The order arrival intensity is marked by an exogenous part and two endogenous processes reflecting the self-excitation and cross-excitation respectively. We calibrate the model for a Shenzhen Stock Exchange stock. We find that the exponential kernel with a smooth cut-off (i.e. the subtraction of two exponentials) produces much better calibration than the monotonous exponential kernel (i.e. the sum of two exponentials). The exogenous baseline intensity explains the U-shaped intraday pattern. Our empirical results show that the endogenous submission clustering is mainly caused by self-excitation rather than cross-excitation.
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