The Genesis of Uncertainty: Structural Analysis of Stochastic Chaos in Finance Markets

Author:

Musaev Alexander1ORCID,Makshanov Andrey2,Grigoriev Dmitry3ORCID

Affiliation:

1. St. Petersburg Institute for Informatics and Automation of the Russian Academy of Sciences, St Petersburg 190013, Russia

2. Department of Computing Systems and Computer Science, Admiral Makarov State University of Maritime and Inland Shipping, St Petersburg 198035, Russia

3. Center of Econometrics and Business Analytics (CEBA), St. Petersburg State University, St Petersburg 199034, Russia

Abstract

The presented article is methodological in nature and is devoted to the analysis of observation series of financial asset quotation changes in capital markets. The most important feature of these processes is their instability, which manifests itself in high sensitivity to seemingly minor disturbing factors. This phenomenon is well-studied in the theory of nonlinear dynamical systems and is described by models of deterministic chaos. However, for the processes considered in the article, the dynamic instability of the immersion environment is exacerbated by stochastic uncertainty caused by random fluctuations in the pricing process. As a result, describing observation series of quotations of financial assets is difficult because it involves stochastic chaos. This article analyzes and classifies chaotic series of observations to help model and forecast related processes.

Funder

Center for Econometrics and Business Analytics

Publisher

Hindawi Limited

Subject

Multidisciplinary,General Computer Science

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