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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...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group
2016
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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. |
format | Online Article Text |
id | pubmed-4832059 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2016 |
publisher | Nature Publishing Group |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT kirstchristoph dynamicinformationroutingincomplexnetworks AT timmemarc dynamicinformationroutingincomplexnetworks AT battagliademian dynamicinformationroutingincomplexnetworks |