Influence of topology on neural networks based on the recognition of neural signatures

We study the emerging collective dynamics of a neural network model that emits and recognizes neural signatures with different network topologies in order to assess the capacity of a neural network to implement a signaturebased information processing strategy. Complex collective dynamics emerge in t...

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Detalles Bibliográficos
Autores: Carrillo Medina, José Luis, Latorre Camino, Roberto
Tipo de recurso: artículo
Fecha de publicación:2013
País:España
Institución:Universidad Autónoma de Madrid
Repositorio:Biblos-e Archivo. Repositorio Institucional de la UAM
Idioma:inglés
OAI Identifier:oai:repositorio.uam.es:10486/666412
Acceso en línea:http://hdl.handle.net/10486/666412
https://dx.doi.org/10.1016/j.neucom.2004.01.048
Access Level:acceso abierto
Palabra clave:Neuron signature
Local contextualization
Local discrimination
Processing based on signal identification
Multicoding
Self-organizing neural network MSC 2000: 92C20, 92C55, 94C15, 37M10, 93A30
Informática
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oai_identifier_str oai:repositorio.uam.es:10486/666412
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spelling Influence of topology on neural networks based on the recognition of neural signaturesCarrillo Medina, José LuisLatorre Camino, RobertoNeuron signatureLocal contextualizationLocal discriminationProcessing based on signal identificationMulticodingSelf-organizing neural network MSC 2000: 92C20, 92C55, 94C15, 37M10, 93A30InformáticaWe study the emerging collective dynamics of a neural network model that emits and recognizes neural signatures with different network topologies in order to assess the capacity of a neural network to implement a signaturebased information processing strategy. Complex collective dynamics emerge in the proposed model in the presence of stimuli, i.e. specific incoming signatures. Results presented in this paper point out that neural information processing based on the recognition of signal sources is a plausible, flexible and powerful strategy for neural coding.Roberto Latorre was supported by MINECO TIN2012-30883Complex Systems PublicationsDepartamento de Ingeniería InformáticaEscuela Politécnica SuperiorNeurocomputación Biológica (ING EPS-005)20132013-01-01research articlehttp://purl.org/coar/resource_type/c_2df8fbb1VoRhttp://purl.org/coar/version/c_970fb48d4fbd8a85info:eu-repo/semantics/articleapplication/pdfhttp://hdl.handle.net/10486/666412https://dx.doi.org/10.1016/j.neucom.2004.01.048reponame:Biblos-e Archivo. Repositorio Institucional de la UAMinstname:Universidad Autónoma de MadridInglésengopen accesshttp://purl.org/coar/access_right/c_abf2info:eu-repo/semantics/openAccessoai:repositorio.uam.es:10486/6664122026-06-23T12:46:27Z
dc.title.none.fl_str_mv Influence of topology on neural networks based on the recognition of neural signatures
title Influence of topology on neural networks based on the recognition of neural signatures
spellingShingle Influence of topology on neural networks based on the recognition of neural signatures
Carrillo Medina, José Luis
Neuron signature
Local contextualization
Local discrimination
Processing based on signal identification
Multicoding
Self-organizing neural network MSC 2000: 92C20, 92C55, 94C15, 37M10, 93A30
Informática
title_short Influence of topology on neural networks based on the recognition of neural signatures
title_full Influence of topology on neural networks based on the recognition of neural signatures
title_fullStr Influence of topology on neural networks based on the recognition of neural signatures
title_full_unstemmed Influence of topology on neural networks based on the recognition of neural signatures
title_sort Influence of topology on neural networks based on the recognition of neural signatures
dc.creator.none.fl_str_mv Carrillo Medina, José Luis
Latorre Camino, Roberto
author Carrillo Medina, José Luis
author_facet Carrillo Medina, José Luis
Latorre Camino, Roberto
author_role author
author2 Latorre Camino, Roberto
author2_role author
dc.contributor.none.fl_str_mv Departamento de Ingeniería Informática
Escuela Politécnica Superior
Neurocomputación Biológica (ING EPS-005)
dc.subject.none.fl_str_mv Neuron signature
Local contextualization
Local discrimination
Processing based on signal identification
Multicoding
Self-organizing neural network MSC 2000: 92C20, 92C55, 94C15, 37M10, 93A30
Informática
topic Neuron signature
Local contextualization
Local discrimination
Processing based on signal identification
Multicoding
Self-organizing neural network MSC 2000: 92C20, 92C55, 94C15, 37M10, 93A30
Informática
description We study the emerging collective dynamics of a neural network model that emits and recognizes neural signatures with different network topologies in order to assess the capacity of a neural network to implement a signaturebased information processing strategy. Complex collective dynamics emerge in the proposed model in the presence of stimuli, i.e. specific incoming signatures. Results presented in this paper point out that neural information processing based on the recognition of signal sources is a plausible, flexible and powerful strategy for neural coding.
publishDate 2013
dc.date.none.fl_str_mv 2013
2013-01-01
dc.type.none.fl_str_mv research article
http://purl.org/coar/resource_type/c_2df8fbb1
VoR
http://purl.org/coar/version/c_970fb48d4fbd8a85
dc.type.openaire.fl_str_mv info:eu-repo/semantics/article
format article
dc.identifier.none.fl_str_mv http://hdl.handle.net/10486/666412
https://dx.doi.org/10.1016/j.neucom.2004.01.048
url http://hdl.handle.net/10486/666412
https://dx.doi.org/10.1016/j.neucom.2004.01.048
dc.language.none.fl_str_mv Inglés
eng
language_invalid_str_mv Inglés
language eng
dc.rights.none.fl_str_mv open access
http://purl.org/coar/access_right/c_abf2
dc.rights.openaire.fl_str_mv info:eu-repo/semantics/openAccess
rights_invalid_str_mv open access
http://purl.org/coar/access_right/c_abf2
eu_rights_str_mv openAccess
dc.format.none.fl_str_mv application/pdf
dc.publisher.none.fl_str_mv Complex Systems Publications
publisher.none.fl_str_mv Complex Systems Publications
dc.source.none.fl_str_mv reponame:Biblos-e Archivo. Repositorio Institucional de la UAM
instname:Universidad Autónoma de Madrid
instname_str Universidad Autónoma de Madrid
reponame_str Biblos-e Archivo. Repositorio Institucional de la UAM
collection Biblos-e Archivo. Repositorio Institucional de la UAM
repository.name.fl_str_mv
repository.mail.fl_str_mv
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score 15.301603

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