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Volumn 59, Issue 4, 2012, Pages 920-928

Multiclass brain-computer interface classification by Riemannian geometry

Author keywords

Brain computer interfaces; classification algorithms; covariance matrix; electroencephalography; information geometry

Indexed keywords

BRAIN-COMPUTER INTERFACES (BCI); CLASSIFICATION ALGORITHM; CLASSIFICATION ALGORITHMS; CLASSIFICATION FRAMEWORK; COMMON SPATIAL PATTERNS; COVARIANCE MATRICES; DATA SETS; EEG SIGNALS; ELECTROENCEPHALOGRAPHIES (EEG); EUCLIDEAN; INFORMATION GEOMETRY; LINEAR DISCRIMINANT ANALYSIS; MEAN CLASSIFICATION; MINIMUM DISTANCE; MOTOR IMAGERY; MULTI-CLASS; POSITIVE DEFINITE; REFERENCE METHOD; RIEMANNIAN DISTANCE; RIEMANNIAN GEOMETRY; SIMPLE METHOD; SPATIAL COVARIANCE; SPATIAL FILTERINGS; SPATIAL INFORMATIONS; TANGENT SPACE; VARIABLE SELECTION;

EID: 84858956849     PISSN: 00189294     EISSN: 15582531     Source Type: Journal    
DOI: 10.1109/TBME.2011.2172210     Document Type: Article
Times cited : (680)

References (23)
  • 3
    • 79955024787 scopus 로고    scopus 로고
    • Single-trial analysis and classification of ERP components-A tutorial
    • May
    • B. Blankertz, S. Lemm, M. Treder, S. Haufe, and K. Müller, "Single-trial analysis and classification of ERP components-A tutorial," NeuroImage, vol. 56. no. 2, pp. 814-825, May 2011.
    • (2011) NeuroImage , vol.56 , Issue.2 , pp. 814-825
    • Blankertz, B.1    Lemm, S.2    Treder, M.3    Haufe, S.4    Müller, K.5
  • 4
    • 70350217157 scopus 로고    scopus 로고
    • A linear feature space for simultaneous learning of spatio-spectral filters in BCI
    • J. Farquhar, "A linear feature space for simultaneous learning of spatio-spectral filters in BCI," Neural Netw., vol. 22, no. 9, pp. 1278-1285, 2009.
    • (2009) Neural Netw. , vol.22 , Issue.9 , pp. 1278-1285
    • Farquhar, J.1
  • 6
    • 61949083544 scopus 로고    scopus 로고
    • Innovative tools for radar signal processing based on cartan's geometry of SPD matrices & information geometry
    • F. Barbaresco, "Innovative tools for radar signal processing based on cartan's geometry of SPD matrices & information geometry," in Proc. IEEE Radar Conf., 2008, pp. 1-6.
    • Proc. IEEE Radar Conf., 2008 , pp. 1-6
    • Barbaresco, F.1
  • 8
    • 50249124717 scopus 로고    scopus 로고
    • Pedestrian detection via classification on Riemannian manifolds
    • Oct.
    • O. Tuzel, F. Porikli, and P.Meer, "Pedestrian detection via classification on Riemannian manifolds," IEEE Trans. Pattern Anal.Mach. Intell., vol. 30, no. 10, pp. 1713-1727, Oct. 2008.
    • (2008) IEEE Trans. Pattern Anal.Mach. Intell. , vol.30 , Issue.10 , pp. 1713-1727
    • Tuzel, O.1    Porikli, F.2    Meer, P.3
  • 10
    • 0032829330 scopus 로고    scopus 로고
    • Event-related EEG/MEG synchronization and desynchronization: Basic principles
    • Nov.
    • G. Pfurtscheller and F. H. Lopes da Silva, "Event-related EEG/MEG synchronization and desynchronization: basic principles," Clin. Neurophysiol., vol. 110, no. 11, pp. 1842-1857, Nov. 1999.
    • (1999) Clin. Neurophysiol. , vol.110 , Issue.11 , pp. 1842-1857
    • Pfurtscheller, G.1    Lopes Da Silva, F.H.2
  • 11
    • 18844440455 scopus 로고    scopus 로고
    • Covariance, subspace, and intrinsic Cramér-Rao bounds
    • DOI 10.1109/TSP.2005.845428
    • S. Smith, "Covariance, subspace, and intrinsic Cramèr-Rao bounds,"IEEE Trans. Signal Process., vol. 53, no. 5, pp. 1610-1630, May 2005. (Pubitemid 40679137)
    • (2005) IEEE Transactions on Signal Processing , vol.53 , Issue.5 , pp. 1610-1630
    • Smith, S.T.1
  • 12
    • 26444493417 scopus 로고    scopus 로고
    • Tech.Rep. 1999.6, Dept. Geodesy Geoinformat., Stuttgart Univ., Germany
    • W. Förstner and B. Moonen, "Ametric for covariance matrices,"Tech.Rep. 1999.6, Dept. Geodesy Geoinformat., Stuttgart Univ., Germany, 1999, pp. 113-128.
    • (1999) Ametric for Covariance Matrices , pp. 113-128
    • Förstner, W.1    Moonen, B.2
  • 13
    • 22944439423 scopus 로고    scopus 로고
    • A differential geometric approach to the geometric mean of symmetric positive-definite matrices
    • DOI 10.1137/S0895479803436937
    • M. Moakher, "A differential geometric approach to the geometric mean of symmetric Positive-Definite matrices," SIAM J. Matrix Anal. Appl., vol. 26, no. 3, pp. 735-747, 2005. (Pubitemid 41049842)
    • (2005) SIAM Journal on Matrix Analysis and Applications , vol.26 , Issue.3 , pp. 735-747
    • Moakher, M.1
  • 14
    • 84980162923 scopus 로고
    • Riemannian center of mass and mollifier smoothing
    • H. Karcher, "Riemannian center of mass and mollifier smoothing," Commun. Pure Appl. Math., vol. 30, no. 5, pp. 509-541, 1977.
    • (1977) Commun. Pure Appl. Math. , vol.30 , Issue.5 , pp. 509-541
    • Karcher, H.1
  • 15
    • 34247179140 scopus 로고    scopus 로고
    • A review of classification algorithms for EEG-based brain-computer interfaces
    • DOI 10.1088/1741-2560/4/2/R01, PII S1741256007300050, R01
    • F. Lotte, M. Congedo, A. Lécuyer, F. Lamarche, and B. Arnaldi, "A review of classification algorithms for EEG-based brain-computer interfaces," J. Neural Eng., vol. 4, pp. R1-R13, 2007. (Pubitemid 46603810)
    • (2007) Journal of Neural Engineering , vol.4 , Issue.2
    • Lotte, F.1    Congedo, M.2    Lecuyer, A.3    Lamarche, F.4    Arnaldi, B.5
  • 16
    • 77950537175 scopus 로고    scopus 로고
    • Regularization paths for generalized linear models via coordinate descent
    • Feb.
    • J. Friedman, T. Hastie, and R. Tibshirani, "Regularization paths for generalized linear models via coordinate descent," J. Statist. Softw., vol. 33, Feb. 2010.
    • (2010) J. Statist. Softw. , vol.33
    • Friedman, J.1    Hastie, T.2    Tibshirani, R.3
  • 17
    • 0031480089 scopus 로고    scopus 로고
    • Multiple hypotheses testing with weights
    • Y. Benjamini and Y. Hochberg, "Multiple hypotheses testing with weights," Scand. J. Statist., vol. 24, no. 3, pp. 407-418, 1997.
    • (1997) Scand. J. Statist. , vol.24 , Issue.3 , pp. 407-418
    • Benjamini, Y.1    Hochberg, Y.2
  • 19
    • 33646561586 scopus 로고    scopus 로고
    • Mu rhythm (de)synchronization andEEGsingle-trial classification of different motor imagery tasks
    • May
    • G. Pfurtscheller, C. Brunner, A. Schlögl, and F. Lopes da Silva, "Mu rhythm (de)synchronization andEEGsingle-trial classification of different motor imagery tasks," NeuroImage, vol. 31, no. 1, pp. 153-159,May2006.
    • (2006) NeuroImage , vol.31 , Issue.1 , pp. 153-159
    • Pfurtscheller, G.1    Brunner, C.2    Schlögl, A.3    Lopes Da Silva, F.4
  • 20
    • 47649120727 scopus 로고    scopus 로고
    • Multiclass common spatial patterns and information theoretic feature extraction
    • DOI 10.1109/TBME.2008.921154, 11
    • M. Grosse-Wentrup and M. Buss, "Multiclass common spatial patterns and information theoretic feature extraction," IEEE Trans. Biomed. Eng., vol. 55, no. 8, pp. 1991-2000, Aug. 2008. (Pubitemid 352013536)
    • (2008) IEEE Transactions on Biomedical Engineering , vol.55 , Issue.8 , pp. 1991-2000
    • Grosse-Wentrup, M.1    Buss, M.2
  • 23
    • 34548412123 scopus 로고    scopus 로고
    • Geometric means in a novel vector space structure on symmetric positive-definite matrices
    • DOI 10.1137/050637996
    • V. Arsigny, P. Fillard, X. Pennec, and N. Ayache, "Geometric means in a novel vector space structure on symmetric Positive-Definite matrices,"SIAM J. Matrix Anal. Appl., vol. 29, no. 1, pp. 328-347, Jan. 2007. (Pubitemid 351269899)
    • (2006) SIAM Journal on Matrix Analysis and Applications , vol.29 , Issue.1 , pp. 328-347
    • Arsigny, V.1    Fillard, P.2    Pennec, X.3    Ayache, N.4


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.