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Ongoing Processes in a Fitness Network Model under Restricted Resources

In real networks, the resources that make up the nodes and edges are finite. This constraint poses a serious problem for network modeling, namely, the compatibility between robustness and efficiency. However, these concepts are generally in conflict with each other. In this study, we propose a new f...

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Detalles Bibliográficos
Autores principales: Niizato, Takayuki, Gunji, Yukio-Pegio
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2015
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4436180/
https://www.ncbi.nlm.nih.gov/pubmed/25985301
http://dx.doi.org/10.1371/journal.pone.0127284
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author Niizato, Takayuki
Gunji, Yukio-Pegio
author_facet Niizato, Takayuki
Gunji, Yukio-Pegio
author_sort Niizato, Takayuki
collection PubMed
description In real networks, the resources that make up the nodes and edges are finite. This constraint poses a serious problem for network modeling, namely, the compatibility between robustness and efficiency. However, these concepts are generally in conflict with each other. In this study, we propose a new fitness-driven network model for finite resources. In our model, each individual has its own fitness, which it tries to increase. The main assumption in fitness-driven networks is that incomplete estimation of fitness results in a dynamical growing network. By taking into account these internal dynamics, nodes and edges emerge as a result of exchanges between finite resources. We show that our network model exhibits exponential distributions in the in- and out-degree distributions and a power law distribution of edge weights. Furthermore, our network model resolves the trade-off relationship between robustness and efficiency. Our result suggests that growing and anti-growing networks are the result of resolving the trade-off problem itself.
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spelling pubmed-44361802015-05-27 Ongoing Processes in a Fitness Network Model under Restricted Resources Niizato, Takayuki Gunji, Yukio-Pegio PLoS One Research Article In real networks, the resources that make up the nodes and edges are finite. This constraint poses a serious problem for network modeling, namely, the compatibility between robustness and efficiency. However, these concepts are generally in conflict with each other. In this study, we propose a new fitness-driven network model for finite resources. In our model, each individual has its own fitness, which it tries to increase. The main assumption in fitness-driven networks is that incomplete estimation of fitness results in a dynamical growing network. By taking into account these internal dynamics, nodes and edges emerge as a result of exchanges between finite resources. We show that our network model exhibits exponential distributions in the in- and out-degree distributions and a power law distribution of edge weights. Furthermore, our network model resolves the trade-off relationship between robustness and efficiency. Our result suggests that growing and anti-growing networks are the result of resolving the trade-off problem itself. Public Library of Science 2015-05-18 /pmc/articles/PMC4436180/ /pubmed/25985301 http://dx.doi.org/10.1371/journal.pone.0127284 Text en © 2015 Niizato, Gunji 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
Niizato, Takayuki
Gunji, Yukio-Pegio
Ongoing Processes in a Fitness Network Model under Restricted Resources
title Ongoing Processes in a Fitness Network Model under Restricted Resources
title_full Ongoing Processes in a Fitness Network Model under Restricted Resources
title_fullStr Ongoing Processes in a Fitness Network Model under Restricted Resources
title_full_unstemmed Ongoing Processes in a Fitness Network Model under Restricted Resources
title_short Ongoing Processes in a Fitness Network Model under Restricted Resources
title_sort ongoing processes in a fitness network model under restricted resources
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4436180/
https://www.ncbi.nlm.nih.gov/pubmed/25985301
http://dx.doi.org/10.1371/journal.pone.0127284
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