Fractal dimensions of time sequences

被引:16
作者
Liaw, Sy-Sang [1 ]
Chiu, Feng-Yuan [1 ]
机构
[1] Natl Chung Hsing Univ, Dept Phys, Taichung 402, Taiwan
关键词
Fractal dimension; Time sequence; Stock index; Fractal Brownian motion; Random walk; FLUCTUATION ANALYSIS; MOVING AVERAGE; SERIES;
D O I
10.1016/j.physa.2009.04.011
中图分类号
O4 [物理学];
学科分类号
0702 ;
摘要
We present a simple and efficient way for calculating the fractal dimension D of any time sequence sampled at a constant time interval. We calculated the error of a piecewise interpolation to N + 1 points of the time sequence with respect to the next level of (2N + 1)-point interpolation. This error was found to be proportional to the scale (i.e., 1/N) to the power of 1 - D. A simple analysis showed that our method is equivalent to the inverse process of the method of random midpoint displacement widely used in generating fractal Brownian motion for a given D. The efficiency of our method makes the fractal dimension a practical tool in analyzing the abundant data in natural, economic, and social sciences. (C) 2009 Elsevier B.V. All rights reserved.
引用
收藏
页码:3100 / 3106
页数:7
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