Abstract.
We study simultaneous price drops of real stocks and show that for high drop thresholds they follow a power-law distribution. To reproduce these collective downturns, we propose a minimal self-organized model of cascade spreading based on a probabilistic response of the system elements to stress conditions. This model is solvable using the theory of branching processes and the mean-field approximation. For a wide range of parameters, the system is in a critical state and displays a power-law cascade-size distribution similar to the empirically observed one. We further generalize the model to reproduce volatility clustering and other observed properties of real stocks.
Similar content being viewed by others
References
M. Gladwell, The Tipping Point: How Little Things Can Make a Big Difference (Little Brown, New York, 2000)
I. Dobson, B.A. Carreras, V.E. Lynch, D.E. Newman, Chaos 17, 026103 (2007)
J. Lorenz, S. Battiston, F. Schweitzer, Eur. Phys. J. B 71, 441 (2009)
D. Sornette, Phys. Rep. 378, 1 (2003)
B.H. Hong, K.E. Lee, J.W. Lee, Phys. Lett. A 361, 6 (2007)
G. Weisbuch, S. Battiston, J. Econ. Behav. Organ. 64, 448 (2007)
G. Iori, S. Jafarey, Physica A 299, 205 (2001)
P. Sieczka, J.A. Hołyst, Eur. Phys. J. B 71, 461 (2009)
H. Iyetomi, H. Aoyama, Y. Fujiwara, Y. Ikeda, W. Souma, Progress of Theoretical Physics Suppl. 179, 123 (2009)
D. Delli Gatti, M. Gallegati, B.C. Greenwald, A. Russo, J.E. Stiglitz, J. Econ. Interac. Coord. 4, 195 (2009)
P. Bak, M. Paczuski, M. Shubik, Physica A 246, 430 (1997)
R. Cont, J.-P. Bouchaud, Macroecon. Dyn. 4, 170 (2000)
J.H. Miller, S.E. Page, Complex adaptive systems: An introduction to computational models of social life (Princeton University Press, Princeton, 2007)
P. Bak, C. Tang, K. Wiesenfeld, Phys. Rev. Lett. 59, 381 (1987)
D.L. Turcotte, Rep. Prog. Phys. 62, 1377 (1999)
C. Tang, P. Bak, Phys. Rev. Lett. 60, 2347 (1988)
H. Flyvbjerg, K. Sneppen, P. Bak, Phys. Rev. Lett. 71, 4087 (1993)
P. Alstrøm, Phys. Rev. A 38, 4905 (1988)
L. Pietronero, A. Vespignani, S. Zapperi, Phys. Rev. Lett. 72, 1690 (1994)
M. Marsili, Europhys. Lett. 28, 385 (1994)
D. Dhar, Phys. Rev. Lett. 64, 1613 (1990)
M. Paczuski, P. Bak, Proceedings of 12th Chris Engelbrecht Summer School (2009), e-print available at arXiv:cond-mat/9906077
D. Sornette, Critical Phenomena in Natural Sciences, 2nd edn. (Springer, Berlin, 2006)
A. Clauset, C.R. Shalizi, M.E.J. Newman, SIAM Rev. 51, 661 (2009)
V. Akgiray, The Journal of Business 62, 55 (1989)
R.N. Mantegna, H.E. Stanley, Introduction to Econophysics (Cambridge University Press, Cambridge, 1999)
R. Cont, Long Memory in Economics, edited by G. Teyssière, A.P. Kirman (Springer, Heidelberg, 2007)
B. Mandelbrot, The Journal of Business 36, 394 (1963)
W. Feller, An Introduction to Probability Theory and Its Applications (Wiley, New York, 1970), Vol. 2
E. Ben-Naim, P.L. Krapivsky, Phys. Rev. E 69, R050901 (2004)
T.E. Harris, The theory of branching processes (Dover, New York, 1989)
M. Dwass, J. Appl. Probab. 6, 682 (1969)
D. Sornette, Swiss Finance Institute Research Paper No. 09-36 (2009)
D.-H. Kim, H. Jeong, Phys. Rev. E 72, 046133 (2005)
J. de Boer, B. Derrida, H. Flyvbjerg, A.D. Jackson, T. Wettig, Phys. Rev. Lett. 73, 906 (1994)
M.E.J. Newman, SIAM Rev. 45, 167 (2003)
E. Bonabeau, J. Phys. Soc. Jpn 64, 327 (1995)
S.N. Dorogovtsev, A.V. Goltsev, J.F.F. Mendes, Rev. Mod. Phys. 80, 1275 (2008)
K. Peters, L. Buzna, D. Helbing, Int. J. Crit. Infrastruct. 4, 46 (2008)
M.L. Mitchell, J.H. Mulherin, J. Finance 49, 923 (1994)
F. Black, NBER Macroeconomics Annual 3, 269 (1988)
G. Bianconi, M. Marsili, Phys. Rev. E 70, R035105 (2004)
G. Caldarelli, D. Garlaschelli, Adaptive Networks: Theory, Models and Applications, edited by T. Gross, H. Sayama (Springer, Heidelberg, 2009)
Author information
Authors and Affiliations
Corresponding author
Rights and permissions
About this article
Cite this article
Gualdi, S., Medo, M. & Zhang, YC. Self-organized model of cascade spreading. Eur. Phys. J. B 79, 91–98 (2011). https://doi.org/10.1140/epjb/e2010-10668-8
Received:
Revised:
Published:
Issue Date:
DOI: https://doi.org/10.1140/epjb/e2010-10668-8