Preprocessing for Lessening the Influence of Eye Artifacts in EEG Analysis
We dealt with the problem of artifacts in EEG signals in relation to the usage of lengthy trials. Specifically, we considered eye artifacts found in EEG signals, their influence in the analysis of the data and alternatives to diminish their impact on later studies of brain activity on lengthy tasks....
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doaj-c76d622b960141a497c960db7892775d2020-11-24T22:05:44ZengMDPI AGApplied Sciences2076-34172019-04-0199175710.3390/app9091757app9091757Preprocessing for Lessening the Influence of Eye Artifacts in EEG AnalysisAlejandro Villena0Lorenzo J. Tardón1Isabel Barbancho2Ana M. Barbancho3Elvira Brattico4Niels T. Haumann5ATIC Research Group, E.T.S.I. Telecomunicación, Universidad de Málaga, Andalucía Tech, Campus Universitario de Teatinos s/n, 29071 Málaga, SpainATIC Research Group, E.T.S.I. Telecomunicación, Universidad de Málaga, Andalucía Tech, Campus Universitario de Teatinos s/n, 29071 Málaga, SpainATIC Research Group, E.T.S.I. Telecomunicación, Universidad de Málaga, Andalucía Tech, Campus Universitario de Teatinos s/n, 29071 Málaga, SpainATIC Research Group, E.T.S.I. Telecomunicación, Universidad de Málaga, Andalucía Tech, Campus Universitario de Teatinos s/n, 29071 Málaga, SpainATIC Research Group, E.T.S.I. Telecomunicación, Universidad de Málaga, Andalucía Tech, Campus Universitario de Teatinos s/n, 29071 Málaga, SpainATIC Research Group, E.T.S.I. Telecomunicación, Universidad de Málaga, Andalucía Tech, Campus Universitario de Teatinos s/n, 29071 Málaga, SpainWe dealt with the problem of artifacts in EEG signals in relation to the usage of lengthy trials. Specifically, we considered eye artifacts found in EEG signals, their influence in the analysis of the data and alternatives to diminish their impact on later studies of brain activity on lengthy tasks. We proposed a scheme of partial rejection of independent signal components, provided a method to extract EEG signal components with diminished influence of eye artifacts, and assess the importance of using artifact free signal excerpts to extract signal components in order to analyze brain activity in a musical context.https://www.mdpi.com/2076-3417/9/9/1757EEG preprocessingmusic analysisindependent component analysiseye artifact |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Alejandro Villena Lorenzo J. Tardón Isabel Barbancho Ana M. Barbancho Elvira Brattico Niels T. Haumann |
spellingShingle |
Alejandro Villena Lorenzo J. Tardón Isabel Barbancho Ana M. Barbancho Elvira Brattico Niels T. Haumann Preprocessing for Lessening the Influence of Eye Artifacts in EEG Analysis Applied Sciences EEG preprocessing music analysis independent component analysis eye artifact |
author_facet |
Alejandro Villena Lorenzo J. Tardón Isabel Barbancho Ana M. Barbancho Elvira Brattico Niels T. Haumann |
author_sort |
Alejandro Villena |
title |
Preprocessing for Lessening the Influence of Eye Artifacts in EEG Analysis |
title_short |
Preprocessing for Lessening the Influence of Eye Artifacts in EEG Analysis |
title_full |
Preprocessing for Lessening the Influence of Eye Artifacts in EEG Analysis |
title_fullStr |
Preprocessing for Lessening the Influence of Eye Artifacts in EEG Analysis |
title_full_unstemmed |
Preprocessing for Lessening the Influence of Eye Artifacts in EEG Analysis |
title_sort |
preprocessing for lessening the influence of eye artifacts in eeg analysis |
publisher |
MDPI AG |
series |
Applied Sciences |
issn |
2076-3417 |
publishDate |
2019-04-01 |
description |
We dealt with the problem of artifacts in EEG signals in relation to the usage of lengthy trials. Specifically, we considered eye artifacts found in EEG signals, their influence in the analysis of the data and alternatives to diminish their impact on later studies of brain activity on lengthy tasks. We proposed a scheme of partial rejection of independent signal components, provided a method to extract EEG signal components with diminished influence of eye artifacts, and assess the importance of using artifact free signal excerpts to extract signal components in order to analyze brain activity in a musical context. |
topic |
EEG preprocessing music analysis independent component analysis eye artifact |
url |
https://www.mdpi.com/2076-3417/9/9/1757 |
work_keys_str_mv |
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1725824904207532032 |