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Analysis of Multiple Structural Changes in Financial Contagion Based on the Largest Lyapunov Exponents

机译:基于最大李雅普诺夫指数的金融传染性多重结构性变化分析

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A modified multiple structural changes model is built to test structural breaks of the financial system based on calculating the largest Lyapunov exponents of the financial time series. Afterwards, the Lorenz system is used as a simulation example to inspect the new model. As the Lorenz system has strong nonlinearity, the verification results show that the new model has good capability in both finding the breakpoint and revealing the changes in nonlinear characteristics of the time series. The empirical study based on the model used daily data from the S&P 500 stock index during the global financial crisis from 2005 to 2012. The results provide four breakpoints of the period, which divide the contagion into four stages: stationary, local outbreak, global outbreak, and recovery period. An additional significant result is the obvious chaos characteristic difference in the largest Lyapunov exponents and the standard deviation at various stages, particularly at the local outbreak stage.
机译:在计算金融时间序列的最大Lyapunov指数的基础上,构建了修改后的多重结构变化模型来测试金融系统的结构性断裂。之后,将Lorenz系统用作仿真示例来检查新模型。由于Lorenz系统具有很强的非线性,验证结果表明,新模型在发现断点和揭示时间序列非线性特征的变化方面都具有良好的能力。基于该模型的实证研究使用了2005年至2012年全球金融危机期间标准普尔500股指数的每日数据。结果提供了该时期的四个断点,将传染病分为四个阶段:平稳,局部爆发,全球爆发,以及恢复期。另一个显着的结果是,最大的Lyapunov指数在各个阶段(尤其是在局部爆发阶段)的明显混沌特征差异和标准差。

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