Cargando…
Noise enhances information transfer in hierarchical networks
We study the influence of noise on information transmission in the form of packages shipped between nodes of hierarchical networks. Numerical simulations are performed for artificial tree networks, scale-free Ravasz-Barabási networks as well for a real network formed by email addresses of former Enr...
Autores principales: | , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group
2013
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3565226/ https://www.ncbi.nlm.nih.gov/pubmed/23390574 http://dx.doi.org/10.1038/srep01223 |
_version_ | 1782258421233352704 |
---|---|
author | Czaplicka, Agnieszka Holyst, Janusz A. Sloot, Peter M. A. |
author_facet | Czaplicka, Agnieszka Holyst, Janusz A. Sloot, Peter M. A. |
author_sort | Czaplicka, Agnieszka |
collection | PubMed |
description | We study the influence of noise on information transmission in the form of packages shipped between nodes of hierarchical networks. Numerical simulations are performed for artificial tree networks, scale-free Ravasz-Barabási networks as well for a real network formed by email addresses of former Enron employees. Two types of noise are considered. One is related to packet dynamics and is responsible for a random part of packets paths. The second one originates from random changes in initial network topology. We find that the information transfer can be enhanced by the noise. The system possesses optimal performance when both kinds of noise are tuned to specific values, this corresponds to the Stochastic Resonance phenomenon. There is a non-trivial synergy present for both noisy components. We found also that hierarchical networks built of nodes of various degrees are more efficient in information transfer than trees with a fixed branching factor. |
format | Online Article Text |
id | pubmed-3565226 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2013 |
publisher | Nature Publishing Group |
record_format | MEDLINE/PubMed |
spelling | pubmed-35652262013-02-06 Noise enhances information transfer in hierarchical networks Czaplicka, Agnieszka Holyst, Janusz A. Sloot, Peter M. A. Sci Rep Article We study the influence of noise on information transmission in the form of packages shipped between nodes of hierarchical networks. Numerical simulations are performed for artificial tree networks, scale-free Ravasz-Barabási networks as well for a real network formed by email addresses of former Enron employees. Two types of noise are considered. One is related to packet dynamics and is responsible for a random part of packets paths. The second one originates from random changes in initial network topology. We find that the information transfer can be enhanced by the noise. The system possesses optimal performance when both kinds of noise are tuned to specific values, this corresponds to the Stochastic Resonance phenomenon. There is a non-trivial synergy present for both noisy components. We found also that hierarchical networks built of nodes of various degrees are more efficient in information transfer than trees with a fixed branching factor. Nature Publishing Group 2013-02-06 /pmc/articles/PMC3565226/ /pubmed/23390574 http://dx.doi.org/10.1038/srep01223 Text en Copyright © 2013, Macmillan Publishers Limited. All rights reserved http://creativecommons.org/licenses/by-nc-nd/3.0/ This work is licensed under a Creative Commons Attribution-NonCommercial-NoDerivs 3.0 Unported License. To view a copy of this license, visit http://creativecommons.org/licenses/by-nc-nd/3.0/ |
spellingShingle | Article Czaplicka, Agnieszka Holyst, Janusz A. Sloot, Peter M. A. Noise enhances information transfer in hierarchical networks |
title | Noise enhances information transfer in hierarchical networks |
title_full | Noise enhances information transfer in hierarchical networks |
title_fullStr | Noise enhances information transfer in hierarchical networks |
title_full_unstemmed | Noise enhances information transfer in hierarchical networks |
title_short | Noise enhances information transfer in hierarchical networks |
title_sort | noise enhances information transfer in hierarchical networks |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3565226/ https://www.ncbi.nlm.nih.gov/pubmed/23390574 http://dx.doi.org/10.1038/srep01223 |
work_keys_str_mv | AT czaplickaagnieszka noiseenhancesinformationtransferinhierarchicalnetworks AT holystjanusza noiseenhancesinformationtransferinhierarchicalnetworks AT slootpeterma noiseenhancesinformationtransferinhierarchicalnetworks |