Analysis of Time Series Based on a New Entropy Plane by Using Weighted Dispersion Pattern

被引:4
|
作者
Qin, Guyue [1 ]
Shang, Pengjian [1 ]
机构
[1] Beijing Jiaotong Univ, Sch Sci, Dept Math, Beijing 100044, Peoples R China
来源
关键词
Weighted dispersion pattern; past Tsallis entropy; past Renyi entropy; financial time series; entropy plane; APPROXIMATE ENTROPY; RESIDUAL ENTROPY; CHAOTIC STANDARD;
D O I
10.1142/S0218127421501285
中图分类号
O1 [数学];
学科分类号
0701 ; 070101 ;
摘要
Complexity is an important feature of complex time series. In this paper, we construct a weighted dispersion pattern and propose a new entropy plane using past Tsallis entropy and past Renyi entropy by using weighted dispersion pattern (PTEWD and PREWD, respectively), to quantify the complexity of time series. Through analyzing simulated data and actual data, we have verified the reliability of the entropy plane method. This entropy plane successfully distinguishes American and Chinese stock indexes, as well as developed and emergent stock markets. We introduce PTEWD and PREWD into multiscale settings, which could also well distinguish different stock markets. The results show that the new entropy plane could be used as an effective tool to distinguish financial markets.
引用
收藏
页数:26
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