Imaginary activity recognition using inter-channel time coherence profiles in EEG data

BO Olcay, M Özgören, B Karaçalı - 2016 24th Signal …, 2016 - ieeexplore.ieee.org
2016 24th Signal Processing and Communication Application …, 2016ieeexplore.ieee.org
In this study, we have carried out a brain-computer interface study that uses time delays
between electrodes. As features, we have calculated the time delays that maximizes the
absolute value of the cross-covariance between the chosen reference channel and the
remaining channels. Performance results of 3 out of 5 participants that were nearly at a%
100 accuracy level along with a relatively smaller number of training data, and a lack of
similar studies indicate that the proposed approach is open to the further improvements.
In this study, we have carried out a brain-computer interface study that uses time delays between electrodes. As features, we have calculated the time delays that maximizes the absolute value of the cross-covariance between the chosen reference channel and the remaining channels. Performance results of 3 out of 5 participants that were nearly at a %100 accuracy level along with a relatively smaller number of training data, and a lack of similar studies indicate that the proposed approach is open to the further improvements.
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