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Volumn 4, Issue 3, 2010, Pages 207-216

A semi-supervised support vector machine approach for parameter setting in motor imagery-based brain computer interfaces

Author keywords

Brain computer interface (BCI); Channel; Electroencephalogram (EEG); Frequency band; Motor imagery; Semi supervised learning

Indexed keywords

ALGORITHM; ARTICLE; BRAIN COMPUTER INTERFACE; CORRELATION COEFFICIENT; DATA ANALYSIS; ELECTROENCEPHALOGRAM; FREQUENCY MODULATION; IMAGERY; MOTOR IMAGERY; PARAMETER; SUPPORT VECTOR MACHINE;

EID: 77956058249     PISSN: 18714080     EISSN: 18714099     Source Type: Journal    
DOI: 10.1007/s11571-010-9114-0     Document Type: Article
Times cited : (27)

References (31)
  • 3
    • 2442639086 scopus 로고    scopus 로고
    • BCI competition 2003-data set IIa: Spatial patterns of self-controlled brain rhythm modulations
    • 10.1109/TBME.2004.826691 15188879
    • G Blanchard B Blankertz 2004 BCI competition 2003-data set IIa: spatial patterns of self-controlled brain rhythm modulations IEEE Trans Biomed Eng 51 6 1062 1066 10.1109/TBME.2004.826691 15188879
    • (2004) IEEE Trans Biomed Eng , vol.51 , Issue.6 , pp. 1062-1066
    • Blanchard, G.1    Blankertz, B.2
  • 5
    • 27144489164 scopus 로고    scopus 로고
    • A tutorial on support vector machines for pattern recognition
    • 10.1023/A:1009715923555
    • C Burges 1998 A tutorial on support vector machines for pattern recognition Data Mining Knowledge Discovery 2 2 121 167 10.1023/A:1009715923555
    • (1998) Data Mining Knowledge Discovery , vol.2 , Issue.2 , pp. 121-167
    • Burges, C.1
  • 8
    • 2442671691 scopus 로고    scopus 로고
    • Boosting bit rates in noninvasive EEG single-trial classifications by feature combination and multiclass paradigms
    • 10.1109/TBME.2004.827088 15188870
    • G Dornhege B Blankertz G Curio K Muller 2004 Boosting bit rates in noninvasive EEG single-trial classifications by feature combination and multiclass paradigms IEEE Trans Biomed Eng 51 6 993 1002 10.1109/TBME.2004. 827088 15188870
    • (2004) IEEE Trans Biomed Eng , vol.51 , Issue.6 , pp. 993-1002
    • Dornhege, G.1    Blankertz, B.2    Curio, G.3    Muller, K.4
  • 9
    • 33746833141 scopus 로고    scopus 로고
    • Combined optimization of spatial and temporal filters for improving brain-computer interfacing
    • 10.1109/TBME.2006.883649 17073333
    • G Dornhege B Blankertz M Krauledat F Losch G Curio K Muller 2006 Combined optimization of spatial and temporal filters for improving brain-computer interfacing IEEE Trans Biomed Eng 53 11 2274 2281 10.1109/TBME.2006.883649 17073333
    • (2006) IEEE Trans Biomed Eng , vol.53 , Issue.11 , pp. 2274-2281
    • Dornhege, G.1    Blankertz, B.2    Krauledat, M.3    Losch, F.4    Curio, G.5    Muller, K.6
  • 10
    • 33847275680 scopus 로고    scopus 로고
    • Definitions of state variables and state space for brain-computer interface
    • 10.1007/s11571-006-9001-x 19003492
    • W Freeman 2007 Definitions of state variables and state space for brain-computer interface. Cogn Neurodyn 1 1 3 14 10.1007/s11571-006-9001-x 19003492
    • (2007) Cogn Neurodyn , vol.1 , Issue.1 , pp. 3-14
    • Freeman, W.1
  • 11
    • 0042354786 scopus 로고    scopus 로고
    • Comparison of linear, nonlinear, and feature selection methods for EEG signal classification
    • 10.1109/TNSRE.2003.814441 12899257
    • D Garrett D Peterson C Anderson M Thaut 2003 Comparison of linear, nonlinear, and feature selection methods for EEG signal classification IEEE Trans Neural Syst Rehabil Eng 11 2 141 144 10.1109/TNSRE.2003.814441 12899257
    • (2003) IEEE Trans Neural Syst Rehabil Eng , vol.11 , Issue.2 , pp. 141-144
    • Garrett, D.1    Peterson, D.2    Anderson, C.3    Thaut, M.4
  • 12
    • 2442690501 scopus 로고    scopus 로고
    • BCI competition 2003-data set IIb: Support vector machines for the P300 speller paradigm
    • 10.1109/TBME.2004.826698 15188881
    • M Kaper P Meinicke U Grossekathoefer T Lingner H Ritter 2004 BCI competition 2003-data set IIb: support vector machines for the P300 speller paradigm IEEE Trans Biomed Eng 51 6 1073 1076 10.1109/TBME.2004.826698 15188881
    • (2004) IEEE Trans Biomed Eng , vol.51 , Issue.6 , pp. 1073-1076
    • Kaper, M.1    Meinicke, P.2    Grossekathoefer, U.3    Lingner, T.4    Ritter, H.5
  • 14
    • 26844572294 scopus 로고    scopus 로고
    • Spatio-spectral filters for improving the classification of single trial EEG
    • 10.1109/TBME.2005.851521 16189967
    • S Lemm B Blankertz G Curio K Muller 2005 Spatio-spectral filters for improving the classification of single trial EEG IEEE Trans Biomed Eng 52 9 1541 1548 10.1109/TBME.2005.851521 16189967
    • (2005) IEEE Trans Biomed Eng , vol.52 , Issue.9 , pp. 1541-1548
    • Lemm, S.1    Blankertz, B.2    Curio, G.3    Muller, K.4
  • 15
    • 33750595956 scopus 로고    scopus 로고
    • An extended em algorithm for joint feature extraction and classification in brain-computer interfaces
    • 10.1162/neco.2006.18.11.2730 16999577
    • Y Li C Guan 2006 An extended EM algorithm for joint feature extraction and classification in brain-computer interfaces Neural Comput 18 11 2730 2761 10.1162/neco.2006.18.11.2730 16999577
    • (2006) Neural Comput , vol.18 , Issue.11 , pp. 2730-2761
    • Li, Y.1    Guan, C.2
  • 16
    • 40849150919 scopus 로고    scopus 로고
    • Joint feature re-extraction and classification using an iterative semi-supervised support vector machine algorithm
    • 10.1007/s10994-007-5039-1
    • Y Li C Guan 2008 Joint feature re-extraction and classification using an iterative semi-supervised support vector machine algorithm Mach Learn 71 1 33 53 10.1007/s10994-007-5039-1
    • (2008) Mach Learn , vol.71 , Issue.1 , pp. 33-53
    • Li, Y.1    Guan, C.2
  • 18
    • 9644264392 scopus 로고    scopus 로고
    • Machine learning techniques for brain-computer interfaces
    • 10.1515/BMT.2004.058
    • K Muller M Krauledat G Dornhege G Curio B Blankertz 2004 Machine learning techniques for brain-computer interfaces Biomed Tech 49 1 11 22 10.1515/BMT.2004.058
    • (2004) Biomed Tech , vol.49 , Issue.1 , pp. 11-22
    • Muller, K.1    Krauledat, M.2    Dornhege, G.3    Curio, G.4    Blankertz, B.5
  • 19
    • 33646561586 scopus 로고    scopus 로고
    • Mu rhythm (de) synchronization and EEG single-trial classification of different motor imagery tasks
    • 10.1016/j.neuroimage.2005.12.003 1:STN:280:DC%2BD283ovVGrtg%3D%3D 16443377
    • G Pfurtscheller C Brunner A Schlögl F Lopesda Silva 2006 Mu rhythm (de) synchronization and EEG single-trial classification of different motor imagery tasks Neuroimage 31 1 153 159 10.1016/j.neuroimage.2005.12.003 1:STN:280:DC%2BD283ovVGrtg%3D%3D 16443377
    • (2006) Neuroimage , vol.31 , Issue.1 , pp. 153-159
    • Pfurtscheller, G.1    Brunner, C.2    Schlögl, A.3    Lopesda Silva, F.4
  • 20
    • 0033458070 scopus 로고    scopus 로고
    • Frequency component selection for an EEG-based brain to computerinterface
    • 1:STN:280:DC%2BD3c%2FnsFOiuw%3D%3D
    • M Pregenzer G Pfurtscheller 1999 Frequency component selection for an EEG-based brain to computerinterface IEEE Trans Neural Syst Rehabil Eng 7 4 413 419 1:STN:280:DC%2BD3c%2FnsFOiuw%3D%3D
    • (1999) IEEE Trans Neural Syst Rehabil Eng , vol.7 , Issue.4 , pp. 413-419
    • Pregenzer, M.1    Pfurtscheller, G.2
  • 21
    • 0034470472 scopus 로고    scopus 로고
    • Optimal spatial filtering of single trial EEG during imagined handmovement
    • 10.1109/86.895946 1:STN:280:DC%2BD3M7pt1Chtw%3D%3D 11204034
    • H Ramoser J Muller-Gerking G Pfurtscheller 2000 Optimal spatial filtering of single trial EEG during imagined handmovement IEEE Trans Rehabil Eng 8 4 441 446 10.1109/86.895946 1:STN:280:DC%2BD3M7pt1Chtw%3D%3D 11204034
    • (2000) IEEE Trans Rehabil Eng , vol.8 , Issue.4 , pp. 441-446
    • Ramoser, H.1    Muller-Gerking, J.2    Pfurtscheller, G.3
  • 24
    • 33644982444 scopus 로고    scopus 로고
    • Robust classification of EEG signal for brain-computer interface
    • 10.1109/TNSRE.2005.862695 16562628
    • M Thulasidas C Guan J Wu 2006 Robust classification of EEG signal for brain-computer interface IEEE Trans Neural Syst Rehabil Eng 14 1 24 29 10.1109/TNSRE.2005.862695 16562628
    • (2006) IEEE Trans Neural Syst Rehabil Eng , vol.14 , Issue.1 , pp. 24-29
    • Thulasidas, M.1    Guan, C.2    Wu, J.3
  • 26
    • 33847765418 scopus 로고    scopus 로고
    • Study of on-line adaptive discriminant analysis for EEG-based brain computer interfaces
    • 10.1109/TBME.2006.888836 1:STN:280:DC%2BD2s7lsFCqsQ%3D%3D 17355071
    • C Vidaurre A Schlogl R Cabeza R Scherer G Pfurtscheller 2007 Study of on-line adaptive discriminant analysis for EEG-based brain computer interfaces IEEE Trans Biomed Eng 54 3 550 556 10.1109/TBME.2006.888836 1:STN:280: DC%2BD2s7lsFCqsQ%3D%3D 17355071
    • (2007) IEEE Trans Biomed Eng , vol.54 , Issue.3 , pp. 550-556
    • Vidaurre, C.1    Schlogl, A.2    Cabeza, R.3    Scherer, R.4    Pfurtscheller, G.5
  • 27
    • 33846909761 scopus 로고    scopus 로고
    • Common spatial pattern method for channel selelction in motor imagery based brain-computer interface
    • Wang Y, Gao S, Gao X (2005) Common spatial pattern method for channel selelction in motor imagery based brain-computer interface. In: Proceedings of international conference on IEEE EMBS, pp 5392-5395
    • (2005) Proceedings of International Conference on IEEE EMBS , pp. 5392-5395
    • Wang, Y.1    Gao, S.2    Gao, X.3
  • 28
    • 84864042369 scopus 로고    scopus 로고
    • BCI competition IIIdata set IVa: Classifying single-trial EEG during motor imagery with a small training set
    • to be published
    • Wang Y, Gao X, Zhang Z, Hong B, Gao S. BCI competition IIIdata set IVa: classifying single-trial EEG during motor imagery with a small training set. IEEE Trans Neural Syst Rehab Eng, to be published
    • IEEE Trans Neural Syst Rehab Eng
    • Wang, Y.1    Gao, X.2    Zhang, Z.3    Hong, B.4    Gao, S.5
  • 29
    • 0034210642 scopus 로고    scopus 로고
    • Brain-computer interface research at the Wadsworth Center
    • 10.1109/86.847823 1:STN:280:DC%2BD3M%2FksFShsQ%3D%3D 10896194
    • J Wolpaw D McFarland T Vaughan 2000 Brain-computer interface research at the Wadsworth Center IEEE Trans Rehabil Eng 8 2 222 226 10.1109/86.847823 1:STN:280:DC%2BD3M%2FksFShsQ%3D%3D 10896194
    • (2000) IEEE Trans Rehabil Eng , vol.8 , Issue.2 , pp. 222-226
    • Wolpaw, J.1    McFarland, D.2    Vaughan, T.3
  • 30
    • 0036271135 scopus 로고    scopus 로고
    • Brain-computer interfaces for communication and control
    • 10.1016/S1388-2457(02)00057-3 12048038
    • J Wolpaw N Birbaumer D McFarland G Pfurtscheller T Vaughan 2002 Brain-computer interfaces for communication and control Clin Neurophysiol 113 6 767 791 10.1016/S1388-2457(02)00057-3 12048038
    • (2002) Clin Neurophysiol , vol.113 , Issue.6 , pp. 767-791
    • Wolpaw, J.1    Birbaumer, N.2    McFarland, D.3    Pfurtscheller, G.4    Vaughan, T.5
  • 31
    • 44349107795 scopus 로고    scopus 로고
    • Classifying single-trial EEG during motor imagery by iterative spatio-spectral patterns learning (ISSPL)
    • 10.1109/TBME.2008.919125 18714838
    • W Wu X Gao B Hong S Gao 2008 Classifying single-trial EEG during motor imagery by iterative spatio-spectral patterns learning (ISSPL) IEEE Trans Biomed Eng 55 6 1733 1743 10.1109/TBME.2008.919125 18714838
    • (2008) IEEE Trans Biomed Eng , vol.55 , Issue.6 , pp. 1733-1743
    • Wu, W.1    Gao, X.2    Hong, B.3    Gao, S.4


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.