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Dynamic information routing in complex networks

Flexible information routing fundamentally underlies the function of many biological and artificial networks. Yet, how such systems may specifically communicate and dynamically route information is not well understood. Here we identify a generic mechanism to route information on top of collective dy...

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Detalles Bibliográficos
Autores principales: Kirst, Christoph, Timme, Marc, Battaglia, Demian
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group 2016
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4832059/
https://www.ncbi.nlm.nih.gov/pubmed/27067257
http://dx.doi.org/10.1038/ncomms11061
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author Kirst, Christoph
Timme, Marc
Battaglia, Demian
author_facet Kirst, Christoph
Timme, Marc
Battaglia, Demian
author_sort Kirst, Christoph
collection PubMed
description Flexible information routing fundamentally underlies the function of many biological and artificial networks. Yet, how such systems may specifically communicate and dynamically route information is not well understood. Here we identify a generic mechanism to route information on top of collective dynamical reference states in complex networks. Switching between collective dynamics induces flexible reorganization of information sharing and routing patterns, as quantified by delayed mutual information and transfer entropy measures between activities of a network's units. We demonstrate the power of this mechanism specifically for oscillatory dynamics and analyse how individual unit properties, the network topology and external inputs co-act to systematically organize information routing. For multi-scale, modular architectures, we resolve routing patterns at all levels. Interestingly, local interventions within one sub-network may remotely determine nonlocal network-wide communication. These results help understanding and designing information routing patterns across systems where collective dynamics co-occurs with a communication function.
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spelling pubmed-48320592016-04-25 Dynamic information routing in complex networks Kirst, Christoph Timme, Marc Battaglia, Demian Nat Commun Article Flexible information routing fundamentally underlies the function of many biological and artificial networks. Yet, how such systems may specifically communicate and dynamically route information is not well understood. Here we identify a generic mechanism to route information on top of collective dynamical reference states in complex networks. Switching between collective dynamics induces flexible reorganization of information sharing and routing patterns, as quantified by delayed mutual information and transfer entropy measures between activities of a network's units. We demonstrate the power of this mechanism specifically for oscillatory dynamics and analyse how individual unit properties, the network topology and external inputs co-act to systematically organize information routing. For multi-scale, modular architectures, we resolve routing patterns at all levels. Interestingly, local interventions within one sub-network may remotely determine nonlocal network-wide communication. These results help understanding and designing information routing patterns across systems where collective dynamics co-occurs with a communication function. Nature Publishing Group 2016-04-12 /pmc/articles/PMC4832059/ /pubmed/27067257 http://dx.doi.org/10.1038/ncomms11061 Text en Copyright © 2016, Nature Publishing Group, a division of Macmillan Publishers Limited. All Rights Reserved. http://creativecommons.org/licenses/by-nc-sa/4.0/ This work is licensed under a Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International License. The images or other third party material in this article are included in the article's Creative Commons license, unless indicated otherwise in the credit line; if the material is not included under the Creative Commons license, users will need to obtain permission from the license holder to reproduce the material. To view a copy of this license, visit http://creativecommons.org/licenses/by-nc-sa/4.0/
spellingShingle Article
Kirst, Christoph
Timme, Marc
Battaglia, Demian
Dynamic information routing in complex networks
title Dynamic information routing in complex networks
title_full Dynamic information routing in complex networks
title_fullStr Dynamic information routing in complex networks
title_full_unstemmed Dynamic information routing in complex networks
title_short Dynamic information routing in complex networks
title_sort dynamic information routing in complex networks
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4832059/
https://www.ncbi.nlm.nih.gov/pubmed/27067257
http://dx.doi.org/10.1038/ncomms11061
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