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Eyes-Closed Resting EEG Predicts the Learning of Alpha Down-Regulation in Neurofeedback Training
Nan, Wenya; Wan, Feng; Tang, Qi; Wong, Chi Man; Wang, Boyu; Rosa, Agostinho
2018-08-28
Source PublicationFRONTIERS IN PSYCHOLOGY
ISSN1664-1078
Volume9
AbstractNeurofeedback training, which enables the trainee to learn self-control of the EEG activity of interest based on online feedback, has demonstrated benefits on cognitive and behavioral performance. Nevertheless, as a core mechanism of neurofeedback, learning of EEG regulation (i.e., EEG learning) has not been well understood. Moreover, a substantial number of non-learners who fail to achieve successful EEG learning have often been reported. This study investigated the EEG learning in alpha down-regulation neurofeedback, aiming to better understand the alpha learning and to early predict learner/non-learner. Twenty-nine participants received neurofeedback training to down-regulate alpha in two days, while eight of them were identified as non-learners who failed to reduce their alpha within sessions. Through a stepwise linear discriminant analysis, a prediction model was built based on participant's eyes-closed resting EEG activities in broad frequency bands including lower alpha, theta, sigma and beta 1 measured before training, which was validated in predicting learners/non-learners. The findings would assist in the early identification of the individuals who would not likely reduce their alpha during neurofeedback.
Keywordneurofeedback alpha down-regulation resting baseline learning
DOI10.3389/fpsyg.2018.01607
URLView the original
Indexed BySSCI
Language英语
WOS Research AreaPsychology
WOS SubjectPsychology, Multidisciplinary
WOS IDWOS:000442966700002
PublisherFRONTIERS MEDIA SA
The Source to ArticleWOS
Fulltext Access
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Cited Times [WOS]:1   [WOS Record]     [Related Records in WOS]
Document TypeJournal article
CollectionUniversity of Macau
Recommended Citation
GB/T 7714
Nan, Wenya,Wan, Feng,Tang, Qi,et al. Eyes-Closed Resting EEG Predicts the Learning of Alpha Down-Regulation in Neurofeedback Training[J]. FRONTIERS IN PSYCHOLOGY,2018,9.
APA Nan, Wenya,Wan, Feng,Tang, Qi,Wong, Chi Man,Wang, Boyu,&Rosa, Agostinho.(2018).Eyes-Closed Resting EEG Predicts the Learning of Alpha Down-Regulation in Neurofeedback Training.FRONTIERS IN PSYCHOLOGY,9.
MLA Nan, Wenya,et al."Eyes-Closed Resting EEG Predicts the Learning of Alpha Down-Regulation in Neurofeedback Training".FRONTIERS IN PSYCHOLOGY 9(2018).
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