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Mutual Information Rate and Bounds for It
The amount of information exchanged per unit of time between two nodes in a dynamical network or between two data sets is a powerful concept for analysing complex systems. This quantity, known as the mutual information rate (MIR), is calculated from the mutual information, which is rigorously define...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2012
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3480398/ https://www.ncbi.nlm.nih.gov/pubmed/23112809 http://dx.doi.org/10.1371/journal.pone.0046745 |
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author | Baptista, Murilo S. Rubinger, Rero M. Viana, Emilson R. Sartorelli, José C. Parlitz, Ulrich Grebogi, Celso |
author_facet | Baptista, Murilo S. Rubinger, Rero M. Viana, Emilson R. Sartorelli, José C. Parlitz, Ulrich Grebogi, Celso |
author_sort | Baptista, Murilo S. |
collection | PubMed |
description | The amount of information exchanged per unit of time between two nodes in a dynamical network or between two data sets is a powerful concept for analysing complex systems. This quantity, known as the mutual information rate (MIR), is calculated from the mutual information, which is rigorously defined only for random systems. Moreover, the definition of mutual information is based on probabilities of significant events. This work offers a simple alternative way to calculate the MIR in dynamical (deterministic) networks or between two time series (not fully deterministic), and to calculate its upper and lower bounds without having to calculate probabilities, but rather in terms of well known and well defined quantities in dynamical systems. As possible applications of our bounds, we study the relationship between synchronisation and the exchange of information in a system of two coupled maps and in experimental networks of coupled oscillators. |
format | Online Article Text |
id | pubmed-3480398 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2012 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-34803982012-10-30 Mutual Information Rate and Bounds for It Baptista, Murilo S. Rubinger, Rero M. Viana, Emilson R. Sartorelli, José C. Parlitz, Ulrich Grebogi, Celso PLoS One Research Article The amount of information exchanged per unit of time between two nodes in a dynamical network or between two data sets is a powerful concept for analysing complex systems. This quantity, known as the mutual information rate (MIR), is calculated from the mutual information, which is rigorously defined only for random systems. Moreover, the definition of mutual information is based on probabilities of significant events. This work offers a simple alternative way to calculate the MIR in dynamical (deterministic) networks or between two time series (not fully deterministic), and to calculate its upper and lower bounds without having to calculate probabilities, but rather in terms of well known and well defined quantities in dynamical systems. As possible applications of our bounds, we study the relationship between synchronisation and the exchange of information in a system of two coupled maps and in experimental networks of coupled oscillators. Public Library of Science 2012-10-24 /pmc/articles/PMC3480398/ /pubmed/23112809 http://dx.doi.org/10.1371/journal.pone.0046745 Text en © 2012 Baptista et al http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited. |
spellingShingle | Research Article Baptista, Murilo S. Rubinger, Rero M. Viana, Emilson R. Sartorelli, José C. Parlitz, Ulrich Grebogi, Celso Mutual Information Rate and Bounds for It |
title | Mutual Information Rate and Bounds for It |
title_full | Mutual Information Rate and Bounds for It |
title_fullStr | Mutual Information Rate and Bounds for It |
title_full_unstemmed | Mutual Information Rate and Bounds for It |
title_short | Mutual Information Rate and Bounds for It |
title_sort | mutual information rate and bounds for it |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3480398/ https://www.ncbi.nlm.nih.gov/pubmed/23112809 http://dx.doi.org/10.1371/journal.pone.0046745 |
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