The co-evolutionary dynamics of directed network of spin market agents

被引:5
作者
Horvath, Denis [1 ]
Kuscsik, Zoltan [1 ]
Gmitra, Martin [1 ]
机构
[1] Safarik Univ, Dept Theoret Phys & Astrophys, Kosice 04001, Slovakia
关键词
spin market model; co-evolution; extremal dynamics; complex network;
D O I
10.1016/j.physa.2006.01.067
中图分类号
O4 [物理学];
学科分类号
0702 ;
摘要
The spin market model [S. Bornholdt, Int. J. Mod. Phys. C 12 (2001) 667] is generalized by employing co-evolutionary principles, where strategies of the interacting and competitive traders are represented by local and global couplings between the nodes of dynamic directed stochastic network. The co-evolutionary principles are applied in the frame of Bak-Sneppen self-organized dynamics [P. Bak, K. Sneppen, Phys. Rev. Lett. 71 (1993) 4083] that includes the processes of selection and extinction actuated by the local (node) fitness. The local fitness is related to orientation of spin agent with respect to the instant magnetization. The stationary regime is formed due to the interplay of self-organization and adaptivity effects. The fat tailed distributions of log-price returns are identified numerically. The non-trivial model consequence is the evidence of the long time market memory indicated by the power-law range of the autocorrelation function of volatility with exponent smaller than one. The simulations yield network topology with broad-scale node degree distribution characterized by the range of exponents 1.3 < gamma(in) < 3 coinciding with social networks. (c) 2006 Elsevier B.V. All rights reserved.
引用
收藏
页码:780 / 788
页数:9
相关论文
共 32 条
  • [1] Aiello W., 2000, Proceedings of the Thirty Second Annual ACM Symposium on Theory of Computing, P171, DOI 10.1145/335305.335326
  • [2] Topology of evolving networks:: Local events and universality
    Albert, R
    Barabási, AL
    [J]. PHYSICAL REVIEW LETTERS, 2000, 85 (24) : 5234 - 5237
  • [3] Competition-driven network dynamics: Emergence of a scale-free leadership structure and collective efficiency
    Anghel, M
    Toroczkai, Z
    Bassler, KE
    Korniss, G
    [J]. PHYSICAL REVIEW LETTERS, 2004, 92 (05) : 4
  • [4] PUNCTUATED EQUILIBRIUM AND CRITICALITY IN A SIMPLE-MODEL OF EVOLUTION
    BAK, P
    SNEPPEN, K
    [J]. PHYSICAL REVIEW LETTERS, 1993, 71 (24) : 4083 - 4086
  • [5] Emergence of scaling in random networks
    Barabási, AL
    Albert, R
    [J]. SCIENCE, 1999, 286 (5439) : 509 - 512
  • [6] Competition and multiscaling in evolving networks
    Bianconi, G
    Barabási, AL
    [J]. EUROPHYSICS LETTERS, 2001, 54 (04): : 436 - 442
  • [7] Optimization with extremal dynamics
    Boettcher, S
    Percus, AG
    [J]. PHYSICAL REVIEW LETTERS, 2001, 86 (23) : 5211 - 5214
  • [8] Expectation bubbles in a spin model of markets: Intermittency from frustration across scales
    Bornholdt, S
    [J]. INTERNATIONAL JOURNAL OF MODERN PHYSICS C, 2001, 12 (05): : 667 - 674
  • [9] BOUCHAUD J, 1997, THEORIES RISQUES FIN, P71
  • [10] Phase transition and symmetry breaking in the minority game
    Challet, D
    Marsili, M
    [J]. PHYSICAL REVIEW E, 1999, 60 (06): : R6271 - R6274