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Volumn 11, Issue 2, 2013, Pages 175-192

Interactions between pre-processing and classification methods for event-related-potential classification: Best-practice guidelines for brain-computer interfacing

Author keywords

BCI; Decoding; EEG; ERP; LDA; Spatial filtering; Spectral filtering

Indexed keywords

ARTICLE; BRAIN; BRAIN COMPUTER INTERFACE; BRAIN MAPPING; ELECTRODE; ELECTROENCEPHALOGRAPHY; EVOKED RESPONSE; HUMAN; METHODOLOGY; PHYSIOLOGY; PRACTICE GUIDELINE; SIGNAL PROCESSING; SPECTROSCOPY; STANDARD;

EID: 84880573316     PISSN: 15392791     EISSN: None     Source Type: Journal    
DOI: 10.1007/s12021-012-9171-0     Document Type: Article
Times cited : (73)

References (42)
  • 1
    • 0029411030 scopus 로고
    • An information-maximization approach to blind separation and blind deconvolution
    • 10.1162/neco.1995.7.6.1129 7584893 10.1162/neco.1995.7.6.1129 1:STN:280:DyaK28%2Fkt1eqtg%3D%3D
    • Bell, A.J.; & Sejnowski, T.J. (1995). An information-maximization approach to blind separation and blind deconvolution. Neural Computation, 7(6), 1129-1159. doi: 10.1162/neco.1995.7.6.1129.
    • (1995) Neural Computation , vol.7 , Issue.6 , pp. 1129-1159
    • Bell, A.J.1    Sejnowski, T.J.2
  • 4
    • 85032751688 scopus 로고    scopus 로고
    • Optimizing spatial filters for robust EEG single-trial analysis
    • 10.1109/MSP.2008.4408441 10.1109/MSP.2008.4408441
    • Blankertz, B.; Tomioka, R.; Lemm, S.; Kawanabe, M.; Muller, K.R. (2008). Optimizing spatial filters for robust EEG single-trial analysis. IEEE Signal Processing Magazine, 25(1), 41-56. doi: 10.1109/MSP.2008.4408441.
    • (2008) IEEE Signal Processing Magazine , vol.25 , Issue.1 , pp. 41-56
    • Blankertz, B.1    Tomioka, R.2    Lemm, S.3    Kawanabe, M.4    Muller, K.R.5
  • 5
    • 79955024787 scopus 로고    scopus 로고
    • Single-trial analysis and classification of ERP components: A tutorial
    • 10.1016/j.neuroimage.2010.06.048 20600976 10.1016/j.neuroimage.2010.06. 048
    • Blankertz, B.; Lemm, S.; Treder, M.; Haufe, S.; Müller, K. (2011). Single-trial analysis and classification of ERP components: a tutorial. NeuroImage, 56(2), 814-825. doi: 10.1016/j.neuroimage.2010.06.048.
    • (2011) NeuroImage , vol.56 , Issue.2 , pp. 814-825
    • Blankertz, B.1    Lemm, S.2    Treder, M.3    Haufe, S.4    Müller, K.5
  • 8
    • 33947101973 scopus 로고    scopus 로고
    • Spatial filtering and selection of optimized components in four class motor imagery EEG data using independent components analysis
    • 10.1016/j.patrec.2007.01.002 10.1016/j.patrec.2007.01.002
    • Brunner, C.; Naeem, M.; Leeb, R.; Graimann, B.; Pfurtscheller, G. (2007). Spatial filtering and selection of optimized components in four class motor imagery EEG data using independent components analysis. Pattern Recognition Letters, 28(8), 957-964. doi: 10.1016/j.patrec.2007.01.002.
    • (2007) Pattern Recognition Letters , vol.28 , Issue.8 , pp. 957-964
    • Brunner, C.1    Naeem, M.2    Leeb, R.3    Graimann, B.4    Pfurtscheller, G.5
  • 11
    • 70350217157 scopus 로고    scopus 로고
    • A linear feature space for simultaneous learning of spatio-spectral filters in BCI
    • 10.1016/j.neunet.2009.06.035 19619982 10.1016/j.neunet.2009.06.035 1:STN:280:DC%2BD1MjisVahsA%3D%3D
    • Farquhar, J. (2009). A linear feature space for simultaneous learning of spatio-spectral filters in BCI. Neural Networks, 22(9), 1278-1285. doi: 10.1016/j.neunet.2009.06.035.
    • (2009) Neural Networks , vol.22 , Issue.9 , pp. 1278-1285
    • Farquhar, J.1
  • 12
    • 0023756085 scopus 로고
    • Talking off the top of your head: Toward a mental prosthesis utilizing event-related brain potentials
    • 2461285 10.1016/0013-4694(88)90149-6 1:STN:280:DyaL1M%2Flt1GktA%3D%3D
    • Farwell, L.A.; & Donchin, E. (1988). Talking off the top of your head: toward a mental prosthesis utilizing event-related brain potentials. Electroencephalography and Clinical Neurophysiology, 70(6), 510-523.
    • (1988) Electroencephalography and Clinical Neurophysiology , vol.70 , Issue.6 , pp. 510-523
    • Farwell, L.A.1    Donchin, E.2
  • 17
    • 36549023890 scopus 로고    scopus 로고
    • An efficient p300-based brain-computer interface for disabled subjects
    • 10.1016/j.jneumeth.2007.03.005 17445904 10.1016/j.jneumeth.2007.03.005
    • Hoffmann, U.; Vesin, J.; Ebrahimi, T.; Diserens, K. (2008). An efficient p300-based brain-computer interface for disabled subjects. Journal of Neuroscience Methods, 167(1), 115-125. doi: 10.1016/j.jneumeth.2007.03.005.
    • (2008) Journal of Neuroscience Methods , vol.167 , Issue.1 , pp. 115-125
    • Hoffmann, U.1    Vesin, J.2    Ebrahimi, T.3    Diserens, K.4
  • 18
    • 0032629347 scopus 로고    scopus 로고
    • Fast and robust fixed-point algorithms for independent component analysis
    • 10.1109/72.761722 18252563 10.1109/72.761722 1:STN:280: DC%2BD1c%2FpsFSmtQ%3D%3D
    • Hyvarinen, A. (1999). Fast and robust fixed-point algorithms for independent component analysis. IEEE Transactions on Neural Networks, 10(3), 626-634. doi: 10.1109/72.761722.
    • (1999) IEEE Transactions on Neural Networks , vol.10 , Issue.3 , pp. 626-634
    • Hyvarinen, A.1
  • 19
    • 0042826822 scopus 로고    scopus 로고
    • Independent component analysis: Algorithms and applications
    • 10.1016/S0893-6080(00)00026-5 10946390 10.1016/S0893-6080(00)00026-5 1:STN:280:DC%2BD3M%2FkvVGiug%3D%3D
    • Hyvarinen, A.; & Oja, E. (2000). Independent component analysis: algorithms and applications. Neural Networks, 13(4-5), 411-430. doi: 10.1016/S0893-6080(00)00026-5.
    • (2000) Neural Networks , vol.13 , Issue.4-5 , pp. 411-430
    • Hyvarinen, A.1    Oja, E.2
  • 20
    • 36549014083 scopus 로고    scopus 로고
    • Toward enhanced p300 speller performance
    • 10.1016/j.jneumeth.2007.07.017 17822777 10.1016/j.jneumeth.2007.07.017 1:STN:280:DC%2BD2sjhs1ansQ%3D%3D
    • Krusienski, D.; Sellers, E.; McFarland, D.; Vaughan, T.; Wolpaw, J. (2008). Toward enhanced p300 speller performance. Journal of Neuroscience Methods, 167(1), 15-21. doi: 10.1016/j.jneumeth.2007.07.017.
    • (2008) Journal of Neuroscience Methods , vol.167 , Issue.1 , pp. 15-21
    • Krusienski, D.1    Sellers, E.2    McFarland, D.3    Vaughan, T.4    Wolpaw, J.5
  • 23
    • 0346961488 scopus 로고    scopus 로고
    • A well-conditioned estimator for large-dimensional covariance matrices
    • 10.1016/S0047-259X(03)00096-4 10.1016/S0047-259X(03)00096-4
    • Ledoit, O.; & Wolf, M. (2004). A well-conditioned estimator for large-dimensional covariance matrices. Journal of Multivariate Analysis, 88(2), 365-411. doi: 10.1016/S0047-259X(03)00096-4.
    • (2004) Journal of Multivariate Analysis , vol.88 , Issue.2 , pp. 365-411
    • Ledoit, O.1    Wolf, M.2
  • 24
    • 34247179140 scopus 로고    scopus 로고
    • A review of classification algorithms for EEG-based brain-computer interfaces
    • 10.1088/1741-2560/4/2/R01 10.1088/1741-2560/4/2/R01
    • Lotte, F.; Congedo, M.; Lécuyer, A.; Lamarche, F.; Arnaldi, B. (2007). A review of classification algorithms for EEG-based brain-computer interfaces. Journal of Neural Engineering, 4(2), R1-R13. doi: 10.1088/1741-2560/4/2/R01
    • (2007) Journal of Neural Engineering , vol.4 , Issue.2 , pp. 1-13
    • Lotte, F.1    Congedo, M.2    Lécuyer, A.3    Lamarche, F.4    Arnaldi, B.5
  • 25
    • 85078284647 scopus 로고    scopus 로고
    • Independent component analysis of electroencephalographic data
    • D. Touretzky M. Mozer M. Hasselmo (eds) MIT Press Cambridge, MA
    • Makeig, S.; Bell, A.; Jung, T.; Sejnowski, T.; et al. (1996). Independent component analysis of electroencephalographic data. In D. Touretzky, M. Mozer and M. Hasselmo (Eds.), Advances in Neural Information Processing Systems 8 (pp. 145-151) Cambridge, MA: MIT Press
    • (1996) Advances in Neural Information Processing Systems 8 , pp. 145-151
    • Makeig, S.1    Bell, A.2    Jung, T.3    Sejnowski, T.4
  • 27
    • 0034210957 scopus 로고    scopus 로고
    • Brain-computer interfaces based on the steady-state visual-evoked response
    • 10.1109/86.847819 10896190 10.1109/86.847819 1:STN:280: DC%2BD3M%2FksFSiuw%3D%3D
    • Middendorf, M.; McMillan, G.; Calhoun, G.; Jones, K.S. (2000). Brain-computer interfaces based on the steady-state visual-evoked response. IEEE Transactions on Rehabilitation Engineering, 8(2), 211-214. doi: 10.1109/86.847819.
    • (2000) IEEE Transactions on Rehabilitation Engineering , vol.8 , Issue.2 , pp. 211-214
    • Middendorf, M.1    McMillan, G.2    Calhoun, G.3    Jones, K.S.4
  • 29
    • 59549087165 scopus 로고    scopus 로고
    • On discriminative vs. generative classifiers: A comparison of logistic regression and naive bayes
    • MIT Press Vancouver, BC
    • Ng, A.Y.; & Jordan, M.I. (2002). On discriminative vs. generative classifiers: A comparison of logistic regression and naive bayes. In Advances in neural information processing systems (pp. 841-848). Vancouver, BC: MIT Press.
    • (2002) Advances in Neural Information Processing Systems , pp. 841-848
    • Ng, A.Y.1    Jordan, M.I.2
  • 33
    • 0000294854 scopus 로고    scopus 로고
    • Motor imagery and direct brain-computer communication
    • 10.1109/5.939829 10.1109/5.939829
    • Pfurtscheller, G.; & Neuper, C. (2001). Motor imagery and direct brain-computer communication. Proceedings of the IEEE, 89(7), 1123-1134, doi: 10.1109/5.939829.
    • (2001) Proceedings of the IEEE , vol.89 , Issue.7 , pp. 1123-1134
    • Pfurtscheller, G.1    Neuper, C.2
  • 34
    • 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 16443377 10.1016/j.neuroimage.2005.12. 003 1:STN:280:DC%2BD283ovVGrtg%3D%3D
    • Pfurtscheller, G.; Brunner, C.; Schlogl, A.; Lopes da Silva, F. (2006). Mu rhythm (de)synchronization and EEG single-trial classification of different motor imagery tasks. NeuroImage, 31(1), 153-159. doi: 10.1016/j.neuroimage.2005. 12.003.
    • (2006) NeuroImage , vol.31 , Issue.1 , pp. 153-159
    • Pfurtscheller, G.1    Brunner, C.2    Schlogl, A.3    Silopes Da Silva, F.4
  • 35
    • 0034470472 scopus 로고    scopus 로고
    • Optimal spatial filtering of single trial EEG during imagined hand movement
    • 11204034 10.1109/86.895946 1:STN:280:DC%2BD3M7pt1Chtw%3D%3D
    • Ramoser, H.; Muller-Gerking, J.; Pfurtscheller, G. (2000). Optimal spatial filtering of single trial EEG during imagined hand movement. IEEE Transactions on Rehabilitation Engineering, 8(4), 441-446.
    • (2000) IEEE Transactions on Rehabilitation Engineering , vol.8 , Issue.4 , pp. 441-446
    • Ramoser, H.1    Muller-Gerking, J.2    Pfurtscheller, G.3
  • 39
    • 34047196558 scopus 로고    scopus 로고
    • Equivalence of some common linear feature extraction techniques for appearance-based object recognition tasks
    • 10.1109/TPAMI.2007.1074 10.1109/TPAMI.2007.1074
    • Vicente, M.A.; Hoyer, P.O.; Hyvarinen, A. (2007). Equivalence of some common linear feature extraction techniques for appearance-based object recognition tasks. IEEE Transactions on Pattern Analysis and Machine Intelligence, 29(5), 896-900. doi: 10.1109/TPAMI.2007.1074.
    • (2007) IEEE Transactions on Pattern Analysis and Machine Intelligence , vol.29 , Issue.5 , pp. 896-900
    • Vicente, M.A.1    Hoyer, P.O.2    Hyvarinen, A.3
  • 41
    • 21844447839 scopus 로고    scopus 로고
    • Characterization of a family of algorithms for generalized discriminant analysis on undersampled problems
    • Ye, J. (2006). Characterization of a family of algorithms for generalized discriminant analysis on undersampled problems. Journal of Machine Learning Research, 6(1), 483.
    • (2006) Journal of Machine Learning Research , vol.6 , Issue.1 , pp. 483
    • Ye, J.1
  • 42
    • 16244401458 scopus 로고    scopus 로고
    • Regularization and variable selection via the elastic net
    • 10.1111/j.1467-9868.2005.00503.x 10.1111/j.1467-9868.2005.00503.x
    • Zou, H.; & Hastie, T. (2005). Regularization and variable selection via the elastic net. Journal of the Royal Statistical Society: Series B (Statistical Methodology), 67(2), 301-320. doi: 10.1111/j.1467-9868.2005.00503. x.
    • (2005) Journal of the Royal Statistical Society: Series B (Statistical Methodology) , vol.67 , Issue.2 , pp. 301-320
    • Zou, H.1    Hastie, T.2


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