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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...

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Autores principales: Desantis, Andrea, Chan-Hon-Tong, Adrien, Collins, Thérèse, Hogendoorn, Hinze, Cavanagh, Patrick
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2020
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.
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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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