Multiscale statistical behaviors for Ising financial dynamics with continuum percolation jump

被引:5
|
作者
Zhang, Bo [1 ]
Wang, Guochao [1 ]
Wang, Yiduan [1 ]
Zhang, Wei [2 ]
Wang, Jun [1 ]
机构
[1] Beijing Jiaotong Univ, Sch Sci, Beijing 100044, Peoples R China
[2] Anhui Polytech Univ, Sch Math & Phys, Wuhu, Peoples R China
基金
中国国家自然科学基金;
关键词
Statistical physics; Multiscale statistical and complex analysis; Financial time series model; Stochastic Ising system; Continuum percolation; Multiscale complex entropy; STOCK-MARKET; TIME-SERIES; ENTROPY ANALYSIS; LONG MEMORY; VOLATILITY; MODEL; COMPLEXITY; EFFICIENCY; RETURNS; SYSTEM;
D O I
10.1016/j.physa.2019.04.019
中图分类号
O4 [物理学];
学科分类号
0702 ;
摘要
A financial dynamics of interaction and jump is developed and investigated by two statistical physics systems - Ising model and continuum percolation. This proposed model aiming at understanding price fluctuations needs to define a mechanism for the formation of the price, in an attempt to describe interacting micromechanism and sudden jump for stock price changes. Further, the corresponding fluctuation behaviors and various complexity properties of logarithmic returns for the financial model are investigated by some statistical and complex analyses. Then p-order multiscale autocorrelation function and q-order multiscale entropy are also introduced to study the financial model with scaled analysis methods. Moreover, the real stock market indexes are used to compare with the simulation returns from the financial model. The empirical research shows that the simulation time series exhibits the similar fluctuation patterns with real time series. (C) 2019 Elsevier B.V. All rights reserved.
引用
收藏
页码:1012 / 1025
页数:14
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