Robust frequency recognition for SSVEP-based BCI with temporally local multivariate synchronization index
Publication type: Journal Article
Publication date: 2016-07-19
scimago Q2
wos Q2
SJR: 0.805
CiteScore: 6.4
Impact factor: 3.9
ISSN: 18714080, 18714099
PubMed ID:
27891199
Cognitive Neuroscience
Abstract
Multivariate synchronization index (MSI) has been proved to be an efficient method for frequency recognition in SSVEP-BCI systems. It measures the correlation according to the entropy of the normalized eigenvalues of the covariance matrix of multichannel signals. In the MSI method, the estimation of covariance matrix omits the temporally local structure of samples. In this study, a new spatio-temporal method, termed temporally local MSI (TMSI), was presented. This new method explicitly exploits temporally local information in modelling the covariance matrix. In order to evaluate the performance of the TMSI, we performs a comparison between the two methods on the real SSVEP datasets from eleven subjects. The results show that the TMSI outperforms the standard MSI. TMSI benefits from exploiting the temporally local structure of EEG signals, and could be a potential method for robust performance of SSVEP-based BCI.
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Total citations:
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Citations from 2024:
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(12%)
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GOST
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Zhang Y. et al. Robust frequency recognition for SSVEP-based BCI with temporally local multivariate synchronization index // Cognitive Neurodynamics. 2016. Vol. 10. No. 6. pp. 505-511.
GOST all authors (up to 50)
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Zhang Y., Guo D., Xu P., Zhang Yu., Yao D. Robust frequency recognition for SSVEP-based BCI with temporally local multivariate synchronization index // Cognitive Neurodynamics. 2016. Vol. 10. No. 6. pp. 505-511.
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TY - JOUR
DO - 10.1007/s11571-016-9398-9
UR - https://doi.org/10.1007/s11571-016-9398-9
TI - Robust frequency recognition for SSVEP-based BCI with temporally local multivariate synchronization index
T2 - Cognitive Neurodynamics
AU - Zhang, Yangsong
AU - Guo, Daqing
AU - Xu, Peng
AU - Zhang, Yu
AU - Yao, Dezhong
PY - 2016
DA - 2016/07/19
PB - Springer Nature
SP - 505-511
IS - 6
VL - 10
PMID - 27891199
SN - 1871-4080
SN - 1871-4099
ER -
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BibTex (up to 50 authors)
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@article{2016_Zhang,
author = {Yangsong Zhang and Daqing Guo and Peng Xu and Yu Zhang and Dezhong Yao},
title = {Robust frequency recognition for SSVEP-based BCI with temporally local multivariate synchronization index},
journal = {Cognitive Neurodynamics},
year = {2016},
volume = {10},
publisher = {Springer Nature},
month = {jul},
url = {https://doi.org/10.1007/s11571-016-9398-9},
number = {6},
pages = {505--511},
doi = {10.1007/s11571-016-9398-9}
}
Cite this
MLA
Copy
Zhang, Yangsong, et al. “Robust frequency recognition for SSVEP-based BCI with temporally local multivariate synchronization index.” Cognitive Neurodynamics, vol. 10, no. 6, Jul. 2016, pp. 505-511. https://doi.org/10.1007/s11571-016-9398-9.