Literature DB >> 30599517

Detection of time reversibility in time series by ordinal patterns analysis.

J H Martínez1, J L Herrera-Diestra2, M Chavez3.   

Abstract

Time irreversibility is a common signature of nonlinear processes and a fundamental property of non-equilibrium systems driven by non-conservative forces. A time series is said to be reversible if its statistical properties are invariant regardless of the direction of time. Here, we propose the Time Reversibility from Ordinal Patterns method (TiROP) to assess time-reversibility from an observed finite time series. TiROP captures the information of scalar observations in time forward as well as its time-reversed counterpart by means of ordinal patterns. The method compares both underlying information contents by quantifying its (dis)-similarity via the Jensen-Shannon divergence. The statistic is contrasted with a population of divergences coming from a set of surrogates to unveil the temporal nature and its involved time scales. We tested TiROP in different synthetic and real, linear, and non-linear time series, juxtaposed with results from the classical Ramsey's time reversibility test. Our results depict a novel, fast-computation, and fully data-driven methodology to assess time-reversibility with no further assumptions over data. This approach adds new insights into the current non-linear analysis techniques and also could shed light on determining new physiological biomarkers of high reliability and computational efficiency.

Year:  2018        PMID: 30599517     DOI: 10.1063/1.5055855

Source DB:  PubMed          Journal:  Chaos        ISSN: 1054-1500            Impact factor:   3.642


  6 in total

1.  Using symbolic networks to analyse dynamical properties of disease outbreaks.

Authors:  José L Herrera-Diestra; Javier M Buldú; Mario Chavez; Johann H Martínez
Journal:  Proc Math Phys Eng Sci       Date:  2020-04-29       Impact factor: 2.704

2.  Time Irreversibility of Resting-State Activity in the Healthy Brain and Pathology.

Authors:  Massimiliano Zanin; Bahar Güntekin; Tuba Aktürk; Lütfü Hanoğlu; David Papo
Journal:  Front Physiol       Date:  2020-01-22       Impact factor: 4.566

3.  Small Order Patterns in Big Time Series: A Practical Guide.

Authors:  Christoph Bandt
Journal:  Entropy (Basel)       Date:  2019-06-21       Impact factor: 2.524

4.  Permutation Entropy and Statistical Complexity in Mild Cognitive Impairment and Alzheimer's Disease: An Analysis Based on Frequency Bands.

Authors:  Ignacio Echegoyen; David López-Sanz; Johann H Martínez; Fernando Maestú; Javier M Buldú
Journal:  Entropy (Basel)       Date:  2020-01-18       Impact factor: 2.524

5.  Spatial and Temporal Entropies in the Spanish Football League: A Network Science Perspective.

Authors:  Johann H Martínez; David Garrido; José L Herrera-Diestra; Javier Busquets; Ricardo Sevilla-Escoboza; Javier M Buldú
Journal:  Entropy (Basel)       Date:  2020-02-02       Impact factor: 2.524

6.  Time-Reversibility, Causality and Compression-Complexity.

Authors:  Aditi Kathpalia; Nithin Nagaraj
Journal:  Entropy (Basel)       Date:  2021-03-10       Impact factor: 2.524

  6 in total

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