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The chaotic dynamics analysis of stock market

机译:股票市场的混沌动力学分析

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This paper proves the China stock market to be a chaotic system and establishes a nonlinear dynamical model for it based on the study on the nonlinear dynamical properties of Shanghai stock composite index sequence by using chaos and fractal theory. The phase space of the stock sequence is reconstructed and the correlation dimension is analyzed, which indicate that the dynamical system has finite degree of freedom. The nonlinear evolution mechanism is observed and the initial value sensitive characteristic of the system is demonstrated through Lyapunov exponent analysis. Finally, the stock sequence is reconstructed by using finite degree of freedom based fractal interpolation algorithm and gaining reasonably accurate replications. The experimental results indicate that the nonlinear dynamical model is more effective to describe the China stock market than the conventional “random walk” theory based stochastic models.
机译:本文运用混沌和分形理论,通过对上海股票综合指数序列的非线性动力学性质的研究,证明了中国股票市场是一个混沌系统,并为其建立了非线性动力学模型。重建了股票序列的相空间并分析了相关维数,表明该动力学系统具有有限的自由度。观察了非线性演化机理,并通过Lyapunov指数分析证明了系统的初值敏感性特征。最后,通过使用基于有限自由度的分形插值算法重建股票序列,并获得合理准确的复制品。实验结果表明,与基于传统“随机游走”理论的随机模型相比,非线性动力学模型更能有效地描述中国股市。

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