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Explore Interregional EEG Correlations Changed by Sport Training Using Feature Selection
Joint Authors
Source
Computational Intelligence and Neuroscience
Issue
Vol. 2016, Issue 2016 (31 Dec. 2015), pp.1-10, 10 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2016-01-10
Country of Publication
Egypt
No. of Pages
10
Main Subjects
Abstract EN
This paper investigated the interregional correlation changed by sport training through electroencephalography (EEG) signals using the techniques of classification and feature selection.
The EEG data are obtained from students with long-time professional sport training and normal students without sport training as baseline.
Every channel of the 19-channel EEG signals is considered as a node in the brain network and Pearson Correlation Coefficients are calculated between every two nodes as the new features of EEG signals.
Then, the Partial Least Square (PLS) is used to select the top 10 most varied features and Pearson Correlation Coefficients of selected features are compared to show the difference of two groups.
Result shows that the classification accuracy of two groups is improved from 88.13% by the method using measurement of EEG overall energy to 97.19% by the method using EEG correlation measurement.
Furthermore, the features selected reveal that the most important interregional EEG correlation changed by training is the correlation between left inferior frontal and left middle temporal with a decreased value.
American Psychological Association (APA)
Gao, Jia& Wang, Wei& Zhang, Ji. 2016. Explore Interregional EEG Correlations Changed by Sport Training Using Feature Selection. Computational Intelligence and Neuroscience،Vol. 2016, no. 2016, pp.1-10.
https://search.emarefa.net/detail/BIM-1099723
Modern Language Association (MLA)
Gao, Jia…[et al.]. Explore Interregional EEG Correlations Changed by Sport Training Using Feature Selection. Computational Intelligence and Neuroscience Vol. 2016, no. 2016 (2015), pp.1-10.
https://search.emarefa.net/detail/BIM-1099723
American Medical Association (AMA)
Gao, Jia& Wang, Wei& Zhang, Ji. Explore Interregional EEG Correlations Changed by Sport Training Using Feature Selection. Computational Intelligence and Neuroscience. 2016. Vol. 2016, no. 2016, pp.1-10.
https://search.emarefa.net/detail/BIM-1099723
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1099723