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Multifractal analysis and multiagent simulation for market crash prediction

机译:用于市场崩溃预测的多分形分析和多主体仿真

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In this paper the results of multifractal analysis by means of partitions and scaling function calculation are described, as well as wavelet analysis, which were applied to USA 1987 October Black Monday DJ data. For the partition calculation and Legendre transform a special program was elaborated. As our aim is predicting crash situations, we are trying to find out the best indicator that uses multifractal analysis and wavelet analysis methodology. With this aim in mind we have tested different methods of preprocessing the original time series to discover the best indicator. The wavelet analysis data were calculated on a 256 day moving window. The changes in the multifractal analysis features were studied while approaching crisis point and after the crisis. From the multiagent market model we can observe the crisis evolution and the dynamic of changing parameters such as share prices, trading volumes, price increments and statistical distribution dependent on traders' strategies.
机译:本文描述了通过分区和缩放函数计算进行的多重分形分析的结果,以及小波分析,这些结果已应用于美国1987年10月黑色星期一DJ数据。为了进行分区计算和Legendre变换,设计了一个特殊程序。由于我们的目标是预测碰撞情况,因此我们试图找到使用多重分形分析和小波分析方法的最佳指标。为此,我们测试了预处理原始时间序列的各种方法,以发现最佳指标。小波分析数据是在256天的移动窗口上计算的。研究了在接近危机点和危机之后多重分形分析特征的变化。从多主体市场模型中,我们可以观察到危机的演变以及变化的参数(如股价,交易量,价格上涨和取决于交易员策略的统计分布)的动态。

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