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Decoding the Temporal Dynamics of Covert Spatial Attention Using Multivariate EEG Analysis: Contributions of Raw Amplitude and Alpha Power
Attention can be oriented in space covertly without the need of eye movements. We used multivariate pattern classification analyses (MVPA) to investigate whether the time course of the deployment of covert spatial attention leading up to the observer’s perceptual decision can be decoded from both EE...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7586305/ https://www.ncbi.nlm.nih.gov/pubmed/33192401 http://dx.doi.org/10.3389/fnhum.2020.570419 |
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author | Desantis, Andrea Chan-Hon-Tong, Adrien Collins, Thérèse Hogendoorn, Hinze Cavanagh, Patrick |
author_facet | Desantis, Andrea Chan-Hon-Tong, Adrien Collins, Thérèse Hogendoorn, Hinze Cavanagh, Patrick |
author_sort | Desantis, Andrea |
collection | PubMed |
description | Attention can be oriented in space covertly without the need of eye movements. We used multivariate pattern classification analyses (MVPA) to investigate whether the time course of the deployment of covert spatial attention leading up to the observer’s perceptual decision can be decoded from both EEG alpha power and raw activity traces. Decoding attention from these signals can help determine whether raw EEG signals and alpha power reflect the same or distinct features of attentional selection. Using a classical cueing task, we showed that the orientation of covert spatial attention can be decoded by both signals. However, raw activity and alpha power may reflect different features of spatial attention, with alpha power more associated with the orientation of covert attention in space and raw activity with the influence of attention on perceptual processes. |
format | Online Article Text |
id | pubmed-7586305 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-75863052020-11-13 Decoding the Temporal Dynamics of Covert Spatial Attention Using Multivariate EEG Analysis: Contributions of Raw Amplitude and Alpha Power Desantis, Andrea Chan-Hon-Tong, Adrien Collins, Thérèse Hogendoorn, Hinze Cavanagh, Patrick Front Hum Neurosci Neuroscience Attention can be oriented in space covertly without the need of eye movements. We used multivariate pattern classification analyses (MVPA) to investigate whether the time course of the deployment of covert spatial attention leading up to the observer’s perceptual decision can be decoded from both EEG alpha power and raw activity traces. Decoding attention from these signals can help determine whether raw EEG signals and alpha power reflect the same or distinct features of attentional selection. Using a classical cueing task, we showed that the orientation of covert spatial attention can be decoded by both signals. However, raw activity and alpha power may reflect different features of spatial attention, with alpha power more associated with the orientation of covert attention in space and raw activity with the influence of attention on perceptual processes. Frontiers Media S.A. 2020-10-09 /pmc/articles/PMC7586305/ /pubmed/33192401 http://dx.doi.org/10.3389/fnhum.2020.570419 Text en Copyright © 2020 Desantis, Chan-Hon-Tong, Collins, Hogendoorn and Cavanagh. 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) and the copyright owner(s) 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 Desantis, Andrea Chan-Hon-Tong, Adrien Collins, Thérèse Hogendoorn, Hinze Cavanagh, Patrick Decoding the Temporal Dynamics of Covert Spatial Attention Using Multivariate EEG Analysis: Contributions of Raw Amplitude and Alpha Power |
title | Decoding the Temporal Dynamics of Covert Spatial Attention Using Multivariate EEG Analysis: Contributions of Raw Amplitude and Alpha Power |
title_full | Decoding the Temporal Dynamics of Covert Spatial Attention Using Multivariate EEG Analysis: Contributions of Raw Amplitude and Alpha Power |
title_fullStr | Decoding the Temporal Dynamics of Covert Spatial Attention Using Multivariate EEG Analysis: Contributions of Raw Amplitude and Alpha Power |
title_full_unstemmed | Decoding the Temporal Dynamics of Covert Spatial Attention Using Multivariate EEG Analysis: Contributions of Raw Amplitude and Alpha Power |
title_short | Decoding the Temporal Dynamics of Covert Spatial Attention Using Multivariate EEG Analysis: Contributions of Raw Amplitude and Alpha Power |
title_sort | decoding the temporal dynamics of covert spatial attention using multivariate eeg analysis: contributions of raw amplitude and alpha power |
topic | Neuroscience |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7586305/ https://www.ncbi.nlm.nih.gov/pubmed/33192401 http://dx.doi.org/10.3389/fnhum.2020.570419 |
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