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Universal features of correlated bursty behaviour

Inhomogeneous temporal processes, like those appearing in human communications, neuron spike trains, and seismic signals, consist of high-activity bursty intervals alternating with long low-activity periods. In recent studies such bursty behavior has been characterized by a fat-tailed inter-event ti...

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Autores principales: Karsai, Márton, Kaski, Kimmo, Barabási, Albert-László, Kertész, János
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group 2012
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3343322/
https://www.ncbi.nlm.nih.gov/pubmed/22563526
http://dx.doi.org/10.1038/srep00397
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author Karsai, Márton
Kaski, Kimmo
Barabási, Albert-László
Kertész, János
author_facet Karsai, Márton
Kaski, Kimmo
Barabási, Albert-László
Kertész, János
author_sort Karsai, Márton
collection PubMed
description Inhomogeneous temporal processes, like those appearing in human communications, neuron spike trains, and seismic signals, consist of high-activity bursty intervals alternating with long low-activity periods. In recent studies such bursty behavior has been characterized by a fat-tailed inter-event time distribution, while temporal correlations were measured by the autocorrelation function. However, these characteristic functions are not capable to fully characterize temporally correlated heterogenous behavior. Here we show that the distribution of the number of events in a bursty period serves as a good indicator of the dependencies, leading to the universal observation of power-law distribution for a broad class of phenomena. We find that the correlations in these quite different systems can be commonly interpreted by memory effects and described by a simple phenomenological model, which displays temporal behavior qualitatively similar to that in real systems.
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spelling pubmed-33433222012-05-04 Universal features of correlated bursty behaviour Karsai, Márton Kaski, Kimmo Barabási, Albert-László Kertész, János Sci Rep Article Inhomogeneous temporal processes, like those appearing in human communications, neuron spike trains, and seismic signals, consist of high-activity bursty intervals alternating with long low-activity periods. In recent studies such bursty behavior has been characterized by a fat-tailed inter-event time distribution, while temporal correlations were measured by the autocorrelation function. However, these characteristic functions are not capable to fully characterize temporally correlated heterogenous behavior. Here we show that the distribution of the number of events in a bursty period serves as a good indicator of the dependencies, leading to the universal observation of power-law distribution for a broad class of phenomena. We find that the correlations in these quite different systems can be commonly interpreted by memory effects and described by a simple phenomenological model, which displays temporal behavior qualitatively similar to that in real systems. Nature Publishing Group 2012-05-04 /pmc/articles/PMC3343322/ /pubmed/22563526 http://dx.doi.org/10.1038/srep00397 Text en Copyright © 2012, Macmillan Publishers Limited. All rights reserved http://creativecommons.org/licenses/by-nc-sa/3.0/ This work is licensed under a Creative Commons Attribution-NonCommercial-ShareALike 3.0 Unported License. To view a copy of this license, visit http://creativecommons.org/licenses/by-nc-sa/3.0/
spellingShingle Article
Karsai, Márton
Kaski, Kimmo
Barabási, Albert-László
Kertész, János
Universal features of correlated bursty behaviour
title Universal features of correlated bursty behaviour
title_full Universal features of correlated bursty behaviour
title_fullStr Universal features of correlated bursty behaviour
title_full_unstemmed Universal features of correlated bursty behaviour
title_short Universal features of correlated bursty behaviour
title_sort universal features of correlated bursty behaviour
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3343322/
https://www.ncbi.nlm.nih.gov/pubmed/22563526
http://dx.doi.org/10.1038/srep00397
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