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Volumn 8, Issue 9, 2013, Pages

Z-Score Linear Discriminant Analysis for EEG Based Brain-Computer Interfaces

Author keywords

[No Author keywords available]

Indexed keywords

ACCURACY; ARTICLE; BRAIN COMPUTER INTERFACE; CLASSIFICATION; CLASSIFICATION ALGORITHM; CLASSIFIER; CONTROLLED STUDY; ELECTROENCEPHALOGRAM; HETEROSCEDASTIC LINEAR DISCRIMINANT ANALYSIS; IMAGERY; INFORMATION PROCESSING; INTERMETHOD COMPARISON; LINEAR DISCRIMINANT ANALYSIS; NONPARAMETRIC DISCRIMINANT ANALYSIS; SIMULATION; SUPPORT VECTOR MACHINE; Z SCORE LINEAR DISCRIMINANT ANALYSIS;

EID: 84884165951     PISSN: None     EISSN: 19326203     Source Type: Journal    
DOI: 10.1371/journal.pone.0074433     Document Type: Article
Times cited : (77)

References (38)
  • 3
    • 47749088937 scopus 로고    scopus 로고
    • A brain-actuated wheelchair: asynchronous and non-invasive Brain-computer interfaces for continuous control of robots
    • Galan F, Nuttin M, Lew E, Ferrez PW, Vanacker G, et al. (2008) A brain-actuated wheelchair: asynchronous and non-invasive Brain-computer interfaces for continuous control of robots. Clin Neurophysiol 119: 2159-2169.
    • (2008) Clin Neurophysiol , vol.119 , pp. 2159-2169
    • Galan, F.1    Nuttin, M.2    Lew, E.3    Ferrez, P.W.4    Vanacker, G.5
  • 4
    • 41249085126 scopus 로고    scopus 로고
    • Non-invasive brain-computer interface system: towards its application as assistive technology
    • Cincotti F, Mattia D, Aloise F, Bufalari S, Schalk G, et al. (2008) Non-invasive brain-computer interface system: towards its application as assistive technology. Brain Res Bull 75: 796-803.
    • (2008) Brain Res Bull , vol.75 , pp. 796-803
    • Cincotti, F.1    Mattia, D.2    Aloise, F.3    Bufalari, S.4    Schalk, G.5
  • 5
    • 41249093155 scopus 로고    scopus 로고
    • Think to move: a neuromagnetic brain-computer interface (BCI) system for chronic stroke
    • Buch E, Weber C, Cohen LG, Braun C, Dimyan MA, et al. (2008) Think to move: a neuromagnetic brain-computer interface (BCI) system for chronic stroke. Stroke 39: 910-917.
    • (2008) Stroke , vol.39 , pp. 910-917
    • Buch, E.1    Weber, C.2    Cohen, L.G.3    Braun, C.4    Dimyan, M.A.5
  • 6
    • 11144248238 scopus 로고    scopus 로고
    • Control of a two-dimensional movement signal by a noninvasive brain-computer interface in humans
    • Wolpaw JR, McFarland DJ, (2004) Control of a two-dimensional movement signal by a noninvasive brain-computer interface in humans. Proc Natl Acad Sci U S A 101: 17849-17854.
    • (2004) Proc Natl Acad Sci U S A , vol.101 , pp. 17849-17854
    • Wolpaw, J.R.1    McFarland, D.J.2
  • 7
    • 0035191062 scopus 로고    scopus 로고
    • A method to standardize a reference of scalp EEG recordings to a point at infinity
    • Yao D, (2001) A method to standardize a reference of scalp EEG recordings to a point at infinity. Physiol Meas 22: 693-711.
    • (2001) Physiol Meas , vol.22 , pp. 693-711
    • Yao, D.1
  • 8
    • 84870002151 scopus 로고    scopus 로고
    • The Changing Face of P300 BCIs: A Comparison of Stimulus Changes in a P300 BCI Involving Faces, Emotion, and Movement
    • Jin J, Allison BZ, Kaufmann T, Kubler A, Zhang Y, et al. (2012) The Changing Face of P300 BCIs: A Comparison of Stimulus Changes in a P300 BCI Involving Faces, Emotion, and Movement. PLoS One 7: e49688.
    • (2012) PLoS One , vol.7
    • Jin, J.1    Allison, B.Z.2    Kaufmann, T.3    Kubler, A.4    Zhang, Y.5
  • 9
    • 84874980376 scopus 로고    scopus 로고
    • Using a Hybrid Brain Computer Interface and Virtual Reality System to Monitor and Promote Cortical Reorganization through Motor Activity and Motor Imagery Training
    • Bermudez i Badia S, Garcia Morgade A, Samaha H, Verschure P, (2013) Using a Hybrid Brain Computer Interface and Virtual Reality System to Monitor and Promote Cortical Reorganization through Motor Activity and Motor Imagery Training. IEEE Trans Neural Syst Rehabil Eng 21: 174-181.
    • (2013) IEEE Trans Neural Syst Rehabil Eng , vol.21 , pp. 174-181
    • Bermudez i Badia, S.1    Garcia Morgade, A.2    Samaha, H.3    Verschure, P.4
  • 10
    • 77953913524 scopus 로고    scopus 로고
    • A motor imagery-based online interactive brain-controlled switch: paradigm development and preliminary test
    • Qian K, Nikolov P, Huang D, Fei DY, Chen X, et al. (2010) A motor imagery-based online interactive brain-controlled switch: paradigm development and preliminary test. Clin Neurophysiol 121: 1304-1313.
    • (2010) Clin Neurophysiol , vol.121 , pp. 1304-1313
    • Qian, K.1    Nikolov, P.2    Huang, D.3    Fei, D.Y.4    Chen, X.5
  • 11
    • 62349101204 scopus 로고    scopus 로고
    • Goal selection versus process control in a brain-computer interface based on sensorimotor rhythms
    • Royer AS, He B, (2009) Goal selection versus process control in a brain-computer interface based on sensorimotor rhythms. J Neural Eng 8: 036012.
    • (2009) J Neural Eng , vol.8 , pp. 036012
    • Royer, A.S.1    He, B.2
  • 12
    • 34247266129 scopus 로고    scopus 로고
    • A survey of signal processing algorithms in brain-computer interfaces based on electrical brain signals
    • Bashashati A, Fatourechi M, Ward RK, Birch GE, (2007) A survey of signal processing algorithms in brain-computer interfaces based on electrical brain signals. J Neural Eng 4: R32-57.
    • (2007) J Neural Eng , vol.4
    • Bashashati, A.1    Fatourechi, M.2    Ward, R.K.3    Birch, G.E.4
  • 13
    • 0344849430 scopus 로고    scopus 로고
    • Designing optimal spatial filters for single-trial EEG classification in a movement task
    • Muller-Gerking J, Pfurtscheller G, Flyvbjerg H, (1999) Designing optimal spatial filters for single-trial EEG classification in a movement task. Clin Neurophysiol 110: 787-798.
    • (1999) Clin Neurophysiol , vol.110 , pp. 787-798
    • Muller-Gerking, J.1    Pfurtscheller, G.2    Flyvbjerg, H.3
  • 14
    • 47349088436 scopus 로고    scopus 로고
    • Sensorimotor rhythm-based brain-computer interface (BCI): model order selection for autoregressive spectral analysis
    • McFarland DJ, Wolpaw JR, (2008) Sensorimotor rhythm-based brain-computer interface (BCI): model order selection for autoregressive spectral analysis. J Neural Eng 5: 155-162.
    • (2008) J Neural Eng , vol.5 , pp. 155-162
    • McFarland, D.J.1    Wolpaw, J.R.2
  • 15
    • 79954520835 scopus 로고    scopus 로고
    • Bispectrum-based feature extraction technique for devising a practical brain-computer interface
    • Shahid S, Prasad G, (2011) Bispectrum-based feature extraction technique for devising a practical brain-computer interface. J Neural Eng 8: 025014.
    • (2011) J Neural Eng , vol.8 , pp. 025014
    • Shahid, S.1    Prasad, G.2
  • 16
    • 0038012676 scopus 로고    scopus 로고
    • Brain-computer interface (BCI) operation: optimizing information transfer rates
    • McFarland DJ, Sarnacki WA, Wolpaw JR, (2003) Brain-computer interface (BCI) operation: optimizing information transfer rates. Biol Psychol 63: 237-251.
    • (2003) Biol Psychol , vol.63 , pp. 237-251
    • McFarland, D.J.1    Sarnacki, W.A.2    Wolpaw, J.R.3
  • 17
    • 43249086679 scopus 로고    scopus 로고
    • A self-training semi-supervised SVM algorithm and its application in an EEG-based brain computer interface speller system
    • Li Y, Guan C, Li H, Chin Z, (2008) A self-training semi-supervised SVM algorithm and its application in an EEG-based brain computer interface speller system. Pattern Recognition Letters 29: 1285-1294.
    • (2008) Pattern Recognition Letters , vol.29 , pp. 1285-1294
    • Li, Y.1    Guan, C.2    Li, H.3    Chin, Z.4
  • 18
    • 34247179140 scopus 로고    scopus 로고
    • A review of classification algorithms for EEG-based brain-computer interfaces
    • Lotte F, Congedo M, Lecuyer A, Lamarche F, Arnaldi B, (2007) A review of classification algorithms for EEG-based brain-computer interfaces. J Neural Eng 4: R1-R13.
    • (2007) J Neural Eng , vol.4
    • Lotte, F.1    Congedo, M.2    Lecuyer, A.3    Lamarche, F.4    Arnaldi, B.5
  • 19
    • 0034470419 scopus 로고    scopus 로고
    • Real-time EEG analysis with subject-specific spatial patterns for a brain-computer interface (BCI)
    • Guger C, Ramoser H, Pfurtscheller G, (2000) Real-time EEG analysis with subject-specific spatial patterns for a brain-computer interface (BCI). IEEE Trans Rehabil Eng 8: 447-456.
    • (2000) IEEE Trans Rehabil Eng , vol.8 , pp. 447-456
    • Guger, C.1    Ramoser, H.2    Pfurtscheller, G.3
  • 20
    • 2442679166 scopus 로고    scopus 로고
    • BCI Competition 2003-Data sets Ib and IIb: feature extraction from event-related brain potentials with the continuous wavelet transform and the t-value scalogram
    • Bostanov V, (2004) BCI Competition 2003-Data sets Ib and IIb: feature extraction from event-related brain potentials with the continuous wavelet transform and the t-value scalogram. IEEE Trans Biomed Eng 51: 1057-1061.
    • (2004) IEEE Trans Biomed Eng , vol.51 , pp. 1057-1061
    • Bostanov, V.1
  • 21
    • 70349563395 scopus 로고    scopus 로고
    • Steady-state movement related potentials for brain-computer interfacing
    • Nazarpour K, Praamstra P, Miall RC, Sanei S, (2009) Steady-state movement related potentials for brain-computer interfacing. IEEE Trans Biomed Eng 56: 2104-2113.
    • (2009) IEEE Trans Biomed Eng , vol.56 , pp. 2104-2113
    • Nazarpour, K.1    Praamstra, P.2    Miall, R.C.3    Sanei, S.4
  • 23
    • 0000764772 scopus 로고
    • The use of multiple measurements in taxonomic problems
    • Fisher RA, (1936) The use of multiple measurements in taxonomic problems. Annals of Eugenics 7: 179-188.
    • (1936) Annals of Eugenics , vol.7 , pp. 179-188
    • Fisher, R.A.1
  • 26
    • 3042673775 scopus 로고    scopus 로고
    • Linear dimensionality reduction via a heteroscedastic extension of LDA: the Chernoff criterion
    • Loog M, Duin RP, (2004) Linear dimensionality reduction via a heteroscedastic extension of LDA: the Chernoff criterion. IEEE Trans Pattern Anal Mach Intell 26: 732-739.
    • (2004) IEEE Trans Pattern Anal Mach Intell , vol.26 , pp. 732-739
    • Loog, M.1    Duin, R.P.2
  • 28
    • 62249118457 scopus 로고    scopus 로고
    • Nonparametric discriminant analysis for face recognition
    • Li Z, Lin D, Tang X, (2009) Nonparametric discriminant analysis for face recognition. IEEE Trans Pattern Anal Mach Intell 31: 755-761.
    • (2009) IEEE Trans Pattern Anal Mach Intell , vol.31 , pp. 755-761
    • Li, Z.1    Lin, D.2    Tang, X.3
  • 30
    • 34249753618 scopus 로고
    • Support-vector networks
    • Cortes C, Vapnik V, (1995) Support-vector networks. Machine Learning 20: 273-297.
    • (1995) Machine Learning , vol.20 , pp. 273-297
    • Cortes, C.1    Vapnik, V.2
  • 32
    • 79551538302 scopus 로고    scopus 로고
    • Regularizing Common Spatial Patterns to Improve BCI Designs: Unified Theory and New Algorithms
    • Lotte F, Guan C, (2011) Regularizing Common Spatial Patterns to Improve BCI Designs: Unified Theory and New Algorithms. IEEE Trans Biomed Eng 58: 355-362.
    • (2011) IEEE Trans Biomed Eng , vol.58 , pp. 355-362
    • Lotte, F.1    Guan, C.2
  • 33
    • 79551627007 scopus 로고    scopus 로고
    • An enhanced probabilistic LDA for multi-class brain computer interface
    • Xu P, Yang P, Lei X, Yao D, (2011) An enhanced probabilistic LDA for multi-class brain computer interface. PLoS One 6: e14634.
    • (2011) PLoS One , vol.6
    • Xu, P.1    Yang, P.2    Lei, X.3    Yao, D.4
  • 38
    • 74549222346 scopus 로고    scopus 로고
    • An empirical bayesian framework for brain-computer interfaces
    • Lei X, Yang P, Yao D, (2009) An empirical bayesian framework for brain-computer interfaces. IEEE Trans Neural Syst Rehabil Eng 17: 521-529.
    • (2009) IEEE Trans Neural Syst Rehabil Eng , vol.17 , pp. 521-529
    • Lei, X.1    Yang, P.2    Yao, D.3


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