Modelling systemic price cojumps with Hawkes factor models

被引:54
|
作者
Bormetti, Giacomo [1 ,2 ]
Calcagnile, Lucio Maria [1 ,2 ]
Treccani, Michele [2 ,3 ]
Corsi, Fulvio [1 ]
Marmi, Stefano [1 ,2 ,4 ]
Lillo, Fabrizio [1 ,2 ,5 ,6 ]
机构
[1] Scuola Normale Super Pisa, I-56126 Pisa, Italy
[2] QUANTLab, I-56122 Pisa, Italy
[3] LIST SpA, I-56122 Pisa, Italy
[4] CNRS, UMI 3483, Lab Fibonacci, I-56126 Pisa, Italy
[5] Univ Palermo, Dipartimento Chim & Fis, I-90128 Palermo, Italy
[6] Santa Fe Inst, Santa Fe, NM 87501 USA
关键词
C32; C5; G01; G10; C51; Systemic shocks; Hawkes processes; Cojumps; High frequency data; CONTINUOUS-TIME; HIGH-FREQUENCY; STOCK-PRICES; JUMPS; VOLATILITY; RISK; SIMULATION; DIFFUSION; POISSON; TAILS;
D O I
10.1080/14697688.2014.996586
中图分类号
F8 [财政、金融];
学科分类号
0202 ;
摘要
Instabilities in the price dynamics of a large number of financial assets are a clear sign of systemic events. By investigating portfolios of highly liquid stocks, we find that there are a large number of high-frequency cojumps. We show that the dynamics of these jumps is described neither by a multivariate Poisson nor by a multivariate Hawkes model. We introduce a Hawkes one-factor model which is able to capture simultaneously the time clustering of jumps and the high synchronization of jumps across assets.
引用
收藏
页码:1137 / 1156
页数:20
相关论文
共 50 条
  • [1] Modelling order arrivals at price limits using Hawkes processes
    Haghighi, Afshin
    Fallahpour, Saeid
    Eyvazlu, Reza
    FINANCE RESEARCH LETTERS, 2016, 19 : 267 - 272
  • [2] Modelling illiquidity spillovers with Hawkes processes: an application to the sovereign bond market
    Schneider, M.
    Lillo, F.
    Pelizzon, L.
    QUANTITATIVE FINANCE, 2018, 18 (02) : 283 - 293
  • [3] Hawkes-based models for high frequency financial data
    Nystrom, Kaj
    Zhang, Changyong
    JOURNAL OF THE OPERATIONAL RESEARCH SOCIETY, 2022, 73 (10) : 2168 - 2185
  • [4] Marked Hawkes process modeling of price dynamics and volatility estimation
    Lee, Kyungsub
    Seo, Byoung Ki
    JOURNAL OF EMPIRICAL FINANCE, 2017, 40 : 174 - 200
  • [5] Application of Hawkes Volatility in the Observation of Filtered High-Frequency Price Process in Tick Structures
    Lee, Kyungsub
    APPLIED STOCHASTIC MODELS IN BUSINESS AND INDUSTRY, 2024, 40 (06) : 1689 - 1711
  • [6] Hawkes Models and Their Applications
    Laub, Patrick J.
    Lee, Young
    Pollett, Philip K.
    Taimre, Thomas
    ANNUAL REVIEW OF STATISTICS AND ITS APPLICATION, 2025, 12 : 233 - 258
  • [7] Analysis and Forecasting of Electricity Price Risks with Quantile Factor Models
    Bunn, Derek
    Andresen, Arne
    Chen, Dipeng
    Westgaard, Sjur
    ENERGY JOURNAL, 2016, 37 (01) : 101 - 122
  • [8] Modeling Price and Variance Jump Clustering Using the Marked Hawkes Process*
    Chen, Jian
    Clements, Michael P.
    Urquhart, Andrew
    JOURNAL OF FINANCIAL ECONOMETRICS, 2023, 22 (03) : 743 - 772
  • [9] Modelling Dyadic Interaction with Hawkes Processes
    Peter F. Halpin
    Paul De Boeck
    Psychometrika, 2013, 78 : 793 - 814
  • [10] Modelling Dyadic Interaction with Hawkes Processes
    Halpin, Peter F.
    De Boeck, Paul
    PSYCHOMETRIKA, 2013, 78 (04) : 793 - 814