메뉴 건너뛰기




Volumn 55, Issue 6, 2008, Pages 1733-1743

Classifying single-trial EEG during motor imagery by iterative spatio-spectral patterns learning (ISSPL)

Author keywords

Brain computer interface (BCI); Common spatial patterns (CSPs); Maximal margin hyperplane; Motor imagery; Single trial EEG; Spatio spectral filters

Indexed keywords

BRAIN; DISEASES; ELECTROENCEPHALOGRAPHY; INTERFACES (COMPUTER);

EID: 44349107795     PISSN: 00189294     EISSN: None     Source Type: Journal    
DOI: 10.1109/TBME.2008.919125     Document Type: Article
Times cited : (160)

References (30)
  • 1
    • 33746164358 scopus 로고    scopus 로고
    • Converting thoughts into action
    • S. H. Scott, "Converting thoughts into action," Nature, vol. 442, pp. 141-142, 2006.
    • (2006) Nature , vol.442 , pp. 141-142
    • Scott, S.H.1
  • 2
    • 33646561586 scopus 로고    scopus 로고
    • Mu rhythm (de)synchronization and EEG single-trial classification of different motor imagery tasks
    • G. Pfurtscheller, C. Brunner, A. Schlögl, and F. H. L. da Silva, "Mu rhythm (de)synchronization and EEG single-trial classification of different motor imagery tasks," Neuroimage, vol. 31, pp. 153-159, 2006.
    • (2006) Neuroimage , vol.31 , pp. 153-159
    • Pfurtscheller, G.1    Brunner, C.2    Schlögl, A.3    da Silva, F.H.L.4
  • 3
    • 0000662506 scopus 로고
    • Brain-computer interface - A new communication device for handicapped persons
    • G. Pfurtscheller, D. Flotzinger, and J. Kalcher, "Brain-computer interface - A new communication device for handicapped persons," J. Microcomput. Appl., vol. 16, pp. 293-299, 1993.
    • (1993) J. Microcomput. Appl , vol.16 , pp. 293-299
    • Pfurtscheller, G.1    Flotzinger, D.2    Kalcher, J.3
  • 4
    • 34247266129 scopus 로고    scopus 로고
    • A survey of signal processing algorithms in brain-computer interfaces based on electrical brain signals
    • A. Bashashati, M. Fatourechi, R. K. Ward, and G. E. Birch, "A survey of signal processing algorithms in brain-computer interfaces based on electrical brain signals," J. Neural Eng., vol. 4, pp. R32-R57, 2007.
    • (2007) J. Neural Eng , vol.4
    • Bashashati, A.1    Fatourechi, M.2    Ward, R.K.3    Birch, G.E.4
  • 6
    • 44349119592 scopus 로고    scopus 로고
    • G. Dornhege, M. Krauledat, K.-R. Müller, and B. Blankertz, General signal processing and machine learning tools for BCI, in Towards Brain-Computer Interfacing. G. Dornhege, J. del R. Millán, T. Hinterbeger, D. McFarland, and K. R. Müller. Eds. Cambridge, MA: MIT Press, 2007.
    • G. Dornhege, M. Krauledat, K.-R. Müller, and B. Blankertz, "General signal processing and machine learning tools for BCI," in Towards Brain-Computer Interfacing. G. Dornhege, J. del R. Millán, T. Hinterbeger, D. McFarland, and K. R. Müller. Eds. Cambridge, MA: MIT Press, 2007.
  • 8
    • 84910828260 scopus 로고
    • Application of the Karhunen-Loève expansion to feature selection and ordering
    • Apr
    • K. Fukunaga and W. L. G. Koontz, "Application of the Karhunen-Loève expansion to feature selection and ordering," IEEE Trans. Comput., vol. C-19, no. 4, pp. 311-318, Apr. 1970.
    • (1970) IEEE Trans. Comput , vol.C-19 , Issue.4 , pp. 311-318
    • Fukunaga, K.1    Koontz, W.L.G.2
  • 9
    • 0034470472 scopus 로고    scopus 로고
    • Optimal spatial filtering of single trial EEG during imagined hand movement
    • Dec
    • H. Ramoser, J. Müller-Gerking, and G. Pfurtscheller, "Optimal spatial filtering of single trial EEG during imagined hand movement," IEEE Trans. Neural Syst. Rehab. Eng., vol. 8, no. 4, pp. 441-446, Dec. 2000.
    • (2000) IEEE Trans. Neural Syst. Rehab. Eng , vol.8 , Issue.4 , pp. 441-446
    • Ramoser, H.1    Müller-Gerking, J.2    Pfurtscheller, G.3
  • 10
    • 0028238657 scopus 로고
    • Event-related synchronization of mu rhythm in the EEG over the cortical hand area in man
    • G. Pfurtscheller and F. H. L. da Silva, "Event-related synchronization of mu rhythm in the EEG over the cortical hand area in man," Neurosci. Lett., vol. 174, pp. 93-96, 1994.
    • (1994) Neurosci. Lett , vol.174 , pp. 93-96
    • Pfurtscheller, G.1    da Silva, F.H.L.2
  • 11
    • 26844572294 scopus 로고    scopus 로고
    • Spatio-spectral filters for improved classification of single trial EEG
    • Sep
    • S. Lemm, B. Blankertz, G. Curio, and K.-R.Müller, "Spatio-spectral filters for improved classification of single trial EEG," IEEE Trans. Biomed. Eng., vol. 52, no. 9, pp. 1541-1548, Sep. 2005.
    • (2005) IEEE Trans. Biomed. Eng , vol.52 , Issue.9 , pp. 1541-1548
    • Lemm, S.1    Blankertz, B.2    Curio, G.3    Müller, K.R.4
  • 12
    • 33746833141 scopus 로고    scopus 로고
    • Combined optimization of spatial and temporal filters for improving brain-computer interfacing
    • Nov
    • G. Dornhege, B. Blankertz, M. Krauledat, F. Losch, G. Curio, and K.-R. Müller, "Combined optimization of spatial and temporal filters for improving brain-computer interfacing," IEEE Trans. Biomed. Eng., vol. 53, no. 11, pp. 2274-2281, Nov. 2006.
    • (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    Müller, K.-R.6
  • 15
    • 33644680231 scopus 로고    scopus 로고
    • Machine learning techniques for brain-computer interfaces
    • K.-R. Müller, M. Krauledat, G. Dornhege, G. Curio, and B. Blankertz, "Machine learning techniques for brain-computer interfaces," Biomed. Eng., vol. 49, no. 1, pp. 11-22, 2004.
    • (2004) Biomed. Eng , vol.49 , Issue.1 , pp. 11-22
    • Müller, K.-R.1    Krauledat, M.2    Dornhege, G.3    Curio, G.4    Blankertz, B.5
  • 17
    • 28444442730 scopus 로고    scopus 로고
    • Motor imagery classification by means of source analysis for brain computer interface applications
    • L. Qin, L. Ding, and B. He, "Motor imagery classification by means of source analysis for brain computer interface applications," J. Neural Eng., vol. 2, pp. 65-72, 2005.
    • (2005) J. Neural Eng , vol.2 , pp. 65-72
    • Qin, L.1    Ding, L.2    He, B.3
  • 19
    • 44349169292 scopus 로고    scopus 로고
    • N. J. Hill, T. N. Lal, T. H. M. Schröder, G. Widman, G. E. Elger, B. Schölkopf, and N. Birbaumer, Classifying event-related desynchronization in EEG, ECoG and MEG signals, in Towards Brain-Computer Interfacing. G. Dornhege, J. del R. Millán, T. Hinterbeger, D. McFarland, and K.-R. Müller, Eds. Cambridge, MA: MIT Press, 2007.
    • N. J. Hill, T. N. Lal, T. H. M. Schröder, G. Widman, G. E. Elger, B. Schölkopf, and N. Birbaumer, "Classifying event-related desynchronization in EEG, ECoG and MEG signals," in Towards Brain-Computer Interfacing. G. Dornhege, J. del R. Millán, T. Hinterbeger, D. McFarland, and K.-R. Müller, Eds. Cambridge, MA: MIT Press, 2007.
  • 20
    • 33747585373 scopus 로고    scopus 로고
    • Seperability of four-class motor imagery data using independent components analysis
    • M. Naeem, C. Brunner, R. Leeb, B. Graimann, and G. Pfurtscheller, "Seperability of four-class motor imagery data using independent components analysis," J. Neural Eng., vol. 3, pp. 208-216, 2006.
    • (2006) J. Neural Eng , vol.3 , pp. 208-216
    • Naeem, M.1    Brunner, C.2    Leeb, R.3    Graimann, B.4    Pfurtscheller, G.5
  • 21
    • 0032947239 scopus 로고    scopus 로고
    • Common spatial subspace decomposition applied to analysis of brain responses under multiple task conditions: A simulation study
    • Y.Wang, P. Berg, and M. Scherg, "Common spatial subspace decomposition applied to analysis of brain responses under multiple task conditions: A simulation study," Clin. Neurophysiol., vol. 110, pp. 604-614, 1999.
    • (1999) Clin. Neurophysiol , vol.110 , pp. 604-614
    • Wang, Y.1    Berg, P.2    Scherg, M.3
  • 26
    • 44349144917 scopus 로고    scopus 로고
    • Classifying single-trial EEG during motor imagery with a small training set
    • to be published
    • Y. Wang, B. Hong, X. Gao, Z. Zhang, and S. Gao, "Classifying single-trial EEG during motor imagery with a small training set," IEEE Trans. Biomed. Eng., to be published.
    • IEEE Trans. Biomed. Eng
    • Wang, Y.1    Hong, B.2    Gao, X.3    Zhang, Z.4    Gao, S.5
  • 27
    • 0003120218 scopus 로고    scopus 로고
    • Fast training of support vector machines using sequential minimal optimization
    • B. Schölkopf, C. Burges, and A. Smola, Eds. Cambridge, MA: MIT Press
    • J. Platt, "Fast training of support vector machines using sequential minimal optimization," in Advances in Kernel Methods - Support Vector Learning. B. Schölkopf, C. Burges, and A. Smola, Eds. Cambridge, MA: MIT Press, 1998.
    • (1998) Advances in Kernel Methods - Support Vector Learning
    • Platt, J.1
  • 28
    • 0035318822 scopus 로고    scopus 로고
    • The brainweb: Phase synchronization and large-scale integration
    • F. Varela, J.-P. Lachaux, E. Rodriguez, and J. Martinerie, "The brainweb: Phase synchronization and large-scale integration," Nat. Rev. Neurosci., vol. 2, pp. 229-239, 2001.
    • (2001) Nat. Rev. Neurosci , vol.2 , pp. 229-239
    • Varela, F.1    Lachaux, J.-P.2    Rodriguez, E.3    Martinerie, J.4


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.