Financial market dynamics

被引:46
作者
Michael, F [1 ]
Johnson, MD [1 ]
机构
[1] Univ Cent Florida, Dept Phys, Orlando, FL 32816 USA
基金
美国国家科学基金会;
关键词
econophysics; finance; nonextensive statistics; stochastic processes;
D O I
10.1016/S0378-4371(02)01558-3
中图分类号
O4 [物理学];
学科分类号
0702 ;
摘要
A necessary precondition for modeling financial markets is a complete understanding of their statistics, including dynamics. Distributions derived from nonextensive Tsallis statistics are closely connected with dynamics described by a nonlinear Fokker-Planck equation. The combination shows promise in describing stochastic processes with power-law distributions and superdiffusive dynamics. We investigate intra-day price changes in the S&P500 stock index within this framework. We find that the power-law tails of the distributions, and the index's anomalously diffusing dynamics, are very accurately described by this approach. Our results show good agreement between market data and Fokker-Planck dynamics. This approach may be applicable in any anomalously diffusing system in which the correlations in time can be accounted for by an Ito-Langevin process with a simple time-dependent diffusion coefficient. (C) 2002 Elsevier Science B.V. All rights reserved.
引用
收藏
页码:525 / 534
页数:10
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