Literature DB >> 26382464

Time reversibility from visibility graphs of nonstationary processes.

Lucas Lacasa1, Ryan Flanagan1.   

Abstract

Visibility algorithms are a family of methods to map time series into networks, with the aim of describing the structure of time series and their underlying dynamical properties in graph-theoretical terms. Here we explore some properties of both natural and horizontal visibility graphs associated to several nonstationary processes, and we pay particular attention to their capacity to assess time irreversibility. Nonstationary signals are (infinitely) irreversible by definition (independently of whether the process is Markovian or producing entropy at a positive rate), and thus the link between entropy production and time series irreversibility has only been explored in nonequilibrium stationary states. Here we show that the visibility formalism naturally induces a new working definition of time irreversibility, which allows us to quantify several degrees of irreversibility for stationary and nonstationary series, yielding finite values that can be used to efficiently assess the presence of memory and off-equilibrium dynamics in nonstationary processes without the need to differentiate or detrend them. We provide rigorous results complemented by extensive numerical simulations on several classes of stochastic processes.

Year:  2015        PMID: 26382464     DOI: 10.1103/PhysRevE.92.022817

Source DB:  PubMed          Journal:  Phys Rev E Stat Nonlin Soft Matter Phys        ISSN: 1539-3755


  5 in total

1.  Network structure of multivariate time series.

Authors:  Lucas Lacasa; Vincenzo Nicosia; Vito Latora
Journal:  Sci Rep       Date:  2015-10-21       Impact factor: 4.379

2.  Visibility graphs for fMRI data: Multiplex temporal graphs and their modulations across resting-state networks.

Authors:  Speranza Sannino; Sebastiano Stramaglia; Lucas Lacasa; Daniele Marinazzo
Journal:  Netw Neurosci       Date:  2017-10-01

3.  Characterization and Classification of Electrophysiological Signals Represented as Visibility Graphs Using the Maxclique Graph.

Authors:  Erika Elizabeth Rodriguez-Torres; Ulises Paredes-Hernandez; Enrique Vazquez-Mendoza; Margarita Tetlalmatzi-Montiel; Consuelo Morgado-Valle; Luis Beltran-Parrazal; Rafael Villarroel-Flores
Journal:  Front Bioeng Biotechnol       Date:  2020-04-15

4.  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

5.  Assessing Time Series Reversibility through Permutation Patterns.

Authors:  Massimiliano Zanin; Alejandro Rodríguez-González; Ernestina Menasalvas Ruiz; David Papo
Journal:  Entropy (Basel)       Date:  2018-09-03       Impact factor: 2.524

  5 in total

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