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A comparison of minimum energy combination and canonical correlation analysis for SSVEP detection
Wenya Nan; Chi Man Wong; Boyu Wang; Feng Wan; Peng Un Mak; Pui In Mak; Mang I Vai
2011-07-20
Conference Name5th International IEEE Engineering-in-Medicine-and-Biology-Society (EMBS) Conference on Neural Engineering (NER)
Source Publication2011 5th International IEEE/EMBS Conference on Neural Engineering, NER 2011
Pages469-472
Conference DateAPR 27-MAY 01, 2011
Conference PlaceCancun, MEXICO
Abstract

Minimum energy combination (MEC) and canonical correlation analysis (CCA) are widely used for steady-state visual evoked potential (SSVEP) based brain computer interface (BCI), since both approaches have satisfactory performance. The purpose of this paper is to provide a guideline on choice of detection method, through comparison of the performance of the two approaches from simulation data and real SSVEP data. The experiment results show that CCA has lower deviation, higher accuracy and higher signal to noise ratio than MEC. © 2011 IEEE.

DOI10.1109/NER.2011.5910588
URLView the original
Indexed BySCIE
Language英語English
WOS Research AreaEngineering ; Neurosciences & Neurology
WOS SubjectEngineering, Biomedical ; Neurosciences
WOS IDWOS:000298735800112
Scopus ID2-s2.0-79960357542
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Citation statistics
Document TypeConference paper
CollectionDEPARTMENT OF ELECTRICAL AND COMPUTER ENGINEERING
Faculty of Science and Technology
Corresponding AuthorFeng Wan
AffiliationUniversidade de Macau
First Author AffilicationUniversity of Macau
Corresponding Author AffilicationUniversity of Macau
Recommended Citation
GB/T 7714
Wenya Nan,Chi Man Wong,Boyu Wang,et al. A comparison of minimum energy combination and canonical correlation analysis for SSVEP detection[C], 2011, 469-472.
APA Wenya Nan., Chi Man Wong., Boyu Wang., Feng Wan., Peng Un Mak., Pui In Mak., & Mang I Vai (2011). A comparison of minimum energy combination and canonical correlation analysis for SSVEP detection. 2011 5th International IEEE/EMBS Conference on Neural Engineering, NER 2011, 469-472.
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