Modified generalized sample entropy and surrogate data analysis for stock markets

被引:32
作者
Xu, Mengjia [1 ]
Shang, Pengjian [1 ]
Huang, Jingjing [2 ]
机构
[1] Beijing Jiaotong Univ, Dept Math, Sch Sci, Beijing 100044, Peoples R China
[2] Beijing Informat Sci & Technol Univ, Sch Sci, Beijing 100192, Peoples R China
来源
COMMUNICATIONS IN NONLINEAR SCIENCE AND NUMERICAL SIMULATION | 2016年 / 35卷
关键词
Complexity; Sample entropy; Hausdorff distance; Stock market; HAUSDORFF DISTANCE; MULTISCALE ENTROPY; FINANCIAL-MARKETS; TIME-SERIES; APPROXIMATE ENTROPY; LINEAR TIME; POWER-LAW; INFORMATION; NETWORKS; FLUCTUATIONS;
D O I
10.1016/j.cnsns.2015.10.023
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
In this paper a modified method of generalized sample entropy and surrogate data analysis is proposed as a new measure to assess the complexity of a complex dynamical system such as stock market. The method based on Hausdorff distance presents a different way of time series patterns match showing distinct behaviors of complexity. Simulations are conducted over synthetic and real-world data for providing the comparative study. Results show that the modified method is more sensitive to the change of dynamics and has richer information. In addition, exponential functions can be used to successfully fit the curves obtained from the modified method and quantify the changes of complexity for stock market data. (C) 2015 Elsevier B.V. All rights reserved.
引用
收藏
页码:17 / 24
页数:8
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