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Impacts of clustering on noise-induced spiking regularity in the excitatory neuronal networks of subnetworks

In this paper, we investigate how clustering factors influent spiking regularity of the neuronal network of subnetworks. In order to do so, we fix the averaged coupling probability and the averaged coupling strength, and take the cluster number M, the ratio of intra-connection probability and inter-...

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Autores principales: Li, Huiyan, Sun, Xiaojuan, Xiao, Jinghua
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2015
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4493390/
https://www.ncbi.nlm.nih.gov/pubmed/26217216
http://dx.doi.org/10.3389/fncom.2015.00085
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author Li, Huiyan
Sun, Xiaojuan
Xiao, Jinghua
author_facet Li, Huiyan
Sun, Xiaojuan
Xiao, Jinghua
author_sort Li, Huiyan
collection PubMed
description In this paper, we investigate how clustering factors influent spiking regularity of the neuronal network of subnetworks. In order to do so, we fix the averaged coupling probability and the averaged coupling strength, and take the cluster number M, the ratio of intra-connection probability and inter-connection probability R, the ratio of intra-coupling strength and inter-coupling strength S as controlled parameters. With the obtained simulation results, we find that spiking regularity of the neuronal networks has little variations with changing of R and S when M is fixed. However, cluster number M could reduce the spiking regularity to low level when the uniform neuronal network's spiking regularity is at high level. Combined the obtained results, we can see that clustering factors have little influences on the spiking regularity when the entire energy is fixed, which could be controlled by the averaged coupling strength and the averaged connection probability.
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spelling pubmed-44933902015-07-27 Impacts of clustering on noise-induced spiking regularity in the excitatory neuronal networks of subnetworks Li, Huiyan Sun, Xiaojuan Xiao, Jinghua Front Comput Neurosci Neuroscience In this paper, we investigate how clustering factors influent spiking regularity of the neuronal network of subnetworks. In order to do so, we fix the averaged coupling probability and the averaged coupling strength, and take the cluster number M, the ratio of intra-connection probability and inter-connection probability R, the ratio of intra-coupling strength and inter-coupling strength S as controlled parameters. With the obtained simulation results, we find that spiking regularity of the neuronal networks has little variations with changing of R and S when M is fixed. However, cluster number M could reduce the spiking regularity to low level when the uniform neuronal network's spiking regularity is at high level. Combined the obtained results, we can see that clustering factors have little influences on the spiking regularity when the entire energy is fixed, which could be controlled by the averaged coupling strength and the averaged connection probability. Frontiers Media S.A. 2015-07-07 /pmc/articles/PMC4493390/ /pubmed/26217216 http://dx.doi.org/10.3389/fncom.2015.00085 Text en Copyright © 2015 Li, Sun and Xiao. http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) or licensor are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
spellingShingle Neuroscience
Li, Huiyan
Sun, Xiaojuan
Xiao, Jinghua
Impacts of clustering on noise-induced spiking regularity in the excitatory neuronal networks of subnetworks
title Impacts of clustering on noise-induced spiking regularity in the excitatory neuronal networks of subnetworks
title_full Impacts of clustering on noise-induced spiking regularity in the excitatory neuronal networks of subnetworks
title_fullStr Impacts of clustering on noise-induced spiking regularity in the excitatory neuronal networks of subnetworks
title_full_unstemmed Impacts of clustering on noise-induced spiking regularity in the excitatory neuronal networks of subnetworks
title_short Impacts of clustering on noise-induced spiking regularity in the excitatory neuronal networks of subnetworks
title_sort impacts of clustering on noise-induced spiking regularity in the excitatory neuronal networks of subnetworks
topic Neuroscience
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4493390/
https://www.ncbi.nlm.nih.gov/pubmed/26217216
http://dx.doi.org/10.3389/fncom.2015.00085
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AT xiaojinghua impactsofclusteringonnoiseinducedspikingregularityintheexcitatoryneuronalnetworksofsubnetworks