Visibility graphs and precursors of stock crashes

V. Soloviev, V. Solovieva, A. Tuliakova
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引用次数: 8

Abstract

Based on the network paradigm of complexity, a systematic analysis of the dynamics of the largest stock markets in the world has been carried out in the work. According to the algorithm of the visibility graph, the daily values of stock indices are converted into a network, the spectral and topological properties of which are sensitive to the critical and crisis phenomena of the studied complex systems. It is shown that some of the spectral and topological characteristics can serve as measures of the complexity of the stock market, and their specific behaviour in the pre-crisis period is used as indicators-precursors of crisis phenomena. The influence of globalization processes on the world stock market is taken into account by calculating the interconnection (multiplex) measures of complexity, which modifies in some way, but does not change the fundamentally predictive possibilities of the proposed indicators-precursors.
可见性图表和股票崩溃的前兆
基于复杂性的网络范式,对世界上最大的股票市场的动态进行了系统的分析。根据可见图算法,将股票指数的日值转化为一个网络,该网络的谱和拓扑特性对所研究的复杂系统的临界和危机现象敏感。研究表明,一些频谱和拓扑特征可以作为股票市场复杂性的度量,它们在危机前时期的具体行为被用作危机现象的指标-前兆。全球化进程对世界股票市场的影响是通过计算复杂性的相互联系(多重)度量来考虑的,这在某种程度上修改了,但没有改变所提议的指标-前体的根本预测可能性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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CiteScore
1.70
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