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Gamma Oscillations of Spiking Neural Populations Enhance Signal Discrimination

Selective attention is an important filter for complex environments where distractions compete with signals. Attention increases both the gamma-band power of cortical local field potentials and the spike-field coherence within the receptive field of an attended object. However, the mechanisms by whi...

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Detalles Bibliográficos
Autores principales: Masuda, Naoki, Doiron, Brent
Formato: Texto
Lenguaje:English
Publicado: Public Library of Science 2007
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2098863/
https://www.ncbi.nlm.nih.gov/pubmed/18052541
http://dx.doi.org/10.1371/journal.pcbi.0030236
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author Masuda, Naoki
Doiron, Brent
author_facet Masuda, Naoki
Doiron, Brent
author_sort Masuda, Naoki
collection PubMed
description Selective attention is an important filter for complex environments where distractions compete with signals. Attention increases both the gamma-band power of cortical local field potentials and the spike-field coherence within the receptive field of an attended object. However, the mechanisms by which gamma-band activity enhances, if at all, the encoding of input signals are not well understood. We propose that gamma oscillations induce binomial-like spike-count statistics across noisy neural populations. Using simplified models of spiking neurons, we show how the discrimination of static signals based on the population spike-count response is improved with gamma induced binomial statistics. These results give an important mechanistic link between the neural correlates of attention and the discrimination tasks where attention is known to enhance performance. Further, they show how a rhythmicity of spike responses can enhance coding schemes that are not temporally sensitive.
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spelling pubmed-20988632007-11-29 Gamma Oscillations of Spiking Neural Populations Enhance Signal Discrimination Masuda, Naoki Doiron, Brent PLoS Comput Biol Research Article Selective attention is an important filter for complex environments where distractions compete with signals. Attention increases both the gamma-band power of cortical local field potentials and the spike-field coherence within the receptive field of an attended object. However, the mechanisms by which gamma-band activity enhances, if at all, the encoding of input signals are not well understood. We propose that gamma oscillations induce binomial-like spike-count statistics across noisy neural populations. Using simplified models of spiking neurons, we show how the discrimination of static signals based on the population spike-count response is improved with gamma induced binomial statistics. These results give an important mechanistic link between the neural correlates of attention and the discrimination tasks where attention is known to enhance performance. Further, they show how a rhythmicity of spike responses can enhance coding schemes that are not temporally sensitive. Public Library of Science 2007-11 2007-11-30 /pmc/articles/PMC2098863/ /pubmed/18052541 http://dx.doi.org/10.1371/journal.pcbi.0030236 Text en © 2007 Masuda and Doiron et al. 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
Masuda, Naoki
Doiron, Brent
Gamma Oscillations of Spiking Neural Populations Enhance Signal Discrimination
title Gamma Oscillations of Spiking Neural Populations Enhance Signal Discrimination
title_full Gamma Oscillations of Spiking Neural Populations Enhance Signal Discrimination
title_fullStr Gamma Oscillations of Spiking Neural Populations Enhance Signal Discrimination
title_full_unstemmed Gamma Oscillations of Spiking Neural Populations Enhance Signal Discrimination
title_short Gamma Oscillations of Spiking Neural Populations Enhance Signal Discrimination
title_sort gamma oscillations of spiking neural populations enhance signal discrimination
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2098863/
https://www.ncbi.nlm.nih.gov/pubmed/18052541
http://dx.doi.org/10.1371/journal.pcbi.0030236
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