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An improvement of the measurement of time series irreversibility with visibility graph approach.

Authors :
Wu, Zhenyu
Shang, Pengjian
Xiong, Hui
Source :
Physica A. Jul2018, Vol. 502, p370-378. 9p.
Publication Year :
2018

Abstract

We propose a method to improve the measure of real-valued time series irreversibility which contains two tools: the directed horizontal visibility graph and the Kullback–Leibler divergence. The degree of time irreversibility is estimated by the Kullback–Leibler divergence between the i n and o u t degree distributions presented in the associated visibility graph. In our work, we reframe the i n and o u t degree distributions by encoding them with different embedded dimensions used in calculating permutation entropy(PE). With this improved method, we can not only estimate time series irreversibility efficiently, but also detect time series irreversibility from multiple dimensions. We verify the validity of our method and then estimate the amount of time irreversibility of series generated by chaotic maps as well as global stock markets over the period 2005–2015. The result shows that the amount of time irreversibility reaches the peak with embedded dimension d = 3 under circumstances of experiment and financial markets. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
03784371
Volume :
502
Database :
Academic Search Index
Journal :
Physica A
Publication Type :
Academic Journal
Accession number :
129072977
Full Text :
https://doi.org/10.1016/j.physa.2018.02.131