Mazzeu, Joao and Otuki, Thiago and Da Silva, Sergio (2011): The canonical econophysics approach to the flash crash of May 6, 2010. Published in: Applied Mathematical Sciences , Vol. 28, No. 5 (2011): pp. 1373-1389.
Preview |
PDF
MPRA_paper_29138.pdf Download (538kB) | Preview |
Abstract
We carry out a statistical physics analysis of the flash crash of May 6, 2010 using data from the Dow Jones Industrial Average index sampled at a one-minute frequency from September 1, 2009 to May 31, 2010. We evaluate the hypothesis of a non-Gaussian Levy-stable distribution to model the data and pay particular attention to the distribution-tail behavior. We conclude that there is non-Gaussian scaling and thus that the flash crash cannot be considered an anomaly. From the study of tails, we find that the flash crash followed a power-law pattern outside the Levy regime, which was not the inverse cubic law. Finally, we show that the time-dependent variance of the DJIA-index returns, not tracked by the Levy, can be modeled in a straightforward manner by a GARCH (1, 1) process.
Item Type: | MPRA Paper |
---|---|
Original Title: | The canonical econophysics approach to the flash crash of May 6, 2010 |
Language: | English |
Keywords: | flash crash; econophysics; stable distribution; extreme events |
Subjects: | C - Mathematical and Quantitative Methods > C4 - Econometric and Statistical Methods: Special Topics > C46 - Specific Distributions ; Specific Statistics G - Financial Economics > G0 - General > G01 - Financial Crises |
Item ID: | 29138 |
Depositing User: | Sergio Da Silva |
Date Deposited: | 25 Feb 2011 16:45 |
Last Modified: | 04 Oct 2019 10:40 |
References: | [1] V. Akgiray, Journal of Business, 62 (1989), 55. [2] P. Bak and M. Paczuski, Proceedings of the National Academy of Sciences of the USA, 92 (1995), 6689. [3] X. Gabaix and R. Ibragimov, NBER Working Papers, 342 (2007), 1. [4] I. Gleria, R. Matsushita and S. Da Silva, Economics Bulletin, 7 (2002), 1. [5] P. Gopikrishnan, M. Meyer, L.A.N. Amaral and H.E. Stanley, European Journal of Physics B, 3 (1998), 139. [6] R. Mantegna and H.E. Stanley, Nature, 376 (1995), 46. [7] R. Mantegna and H.E. Stanley, Physica A, 254 (1998), 77. [8] R. Mantegna and H.E. Stanley, An Introduction to Econophysics: Correlations and Complexity in Finance, Cambridge University Press, Cambridge, 2000. [9] J.P. Nolan, in: O.E. Barndorff-Nielsen, T. Mkosch and S. Resnick (Eds.),Lévy Processes, Brikhauser, Boston. [10] B. Podobnik, P.C. Ivanov, I. Grosse, K. Matia, H.E. Stanley, Physica A, 344 (2004), 216. |
URI: | https://mpra.ub.uni-muenchen.de/id/eprint/29138 |