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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...
Autores principales: | , |
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Formato: | Texto |
Lenguaje: | English |
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Public Library of Science
2007
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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. |
format | Text |
id | pubmed-2098863 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2007 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT masudanaoki gammaoscillationsofspikingneuralpopulationsenhancesignaldiscrimination AT doironbrent gammaoscillationsofspikingneuralpopulationsenhancesignaldiscrimination |