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Volumn 112, Issue , 2013, Pages 172-178

Classification of covariance matrices using a Riemannian-based kernel for BCI applications

Author keywords

Brain computer interfaces; Covariance matrix; Kernel; Riemannian geometry; Support vector machine

Indexed keywords

BRAIN-COMPUTER INTERFACE APPLICATIONS; COVARIANCE MATRICES; KERNEL; RIEMANNIAN GEOMETRY; SPATIAL COVARIANCE MATRIX; SPATIAL FILTERINGS; STATE OF THE ART; SYMMETRIC POSITIVE DEFINITE MATRICES;

EID: 84877605991     PISSN: 09252312     EISSN: 18728286     Source Type: Journal    
DOI: 10.1016/j.neucom.2012.12.039     Document Type: Article
Times cited : (403)

References (20)
  • 2
    • 78349253512 scopus 로고    scopus 로고
    • Riemannian geometry applied to BCI classification
    • Ninth International Conference Latent Variable Analysis and Signal Separation (LVA/ICA 2010), Lecture Notes in Computer Science
    • A. Barachant, S. Bonnet, M. Congedo, C. Jutten, Riemannian geometry applied to BCI classification, in: Ninth International Conference Latent Variable Analysis and Signal Separation (LVA/ICA 2010), Lecture Notes in Computer Science, vol. 6365, 2010, pp. 629-636.
    • (2010) , vol.6365 , pp. 629-636
    • Barachant, A.1    Bonnet, S.2    Congedo, M.3    Jutten, C.4
  • 4
    • 84858956849 scopus 로고    scopus 로고
    • Multiclass brain-computer interface classification by Riemannian geometry
    • April (4)
    • Barachant A., Bonnet S., Congedo M., Jutten C. Multiclass brain-computer interface classification by Riemannian geometry. IEEE Trans. Biomed. Eng. 2012, 59(April (4)):920-928.
    • (2012) IEEE Trans. Biomed. Eng. , vol.59 , pp. 920-928
    • Barachant, A.1    Bonnet, S.2    Congedo, M.3    Jutten, C.4
  • 7
    • 28444483767 scopus 로고    scopus 로고
    • SVM and kernel methods matlab toolbox, Perception Systmes et Information
    • INSA de Rouen, Rouen, France
    • S. Canu, Y. Grandvalet, V. Guigue, A. Rakotomamonjy, SVM and kernel methods matlab toolbox, Perception Systmes et Information, INSA de Rouen, Rouen, France, 2005.
    • (2005)
    • Canu, S.1    Grandvalet, Y.2    Guigue, V.3    Rakotomamonjy, A.4
  • 8
    • 70350217157 scopus 로고    scopus 로고
    • A linear feature space for simultaneous learning of spatio-spectral filters in BCI
    • November (9)
    • Farquhar J. A linear feature space for simultaneous learning of spatio-spectral filters in BCI. Neural Networks 2009, 22(November (9)):1278-1285.
    • (2009) Neural Networks , vol.22 , pp. 1278-1285
    • Farquhar, J.1
  • 9
    • 84860679907 scopus 로고    scopus 로고
    • Kernel analysis over Riemannian manifolds for visual recognition of actions, pedestrians and textures
    • IEEE Workshop on the Applications of Computer Vision (WACV'12), Colorado
    • M. Harandi, C. Sanderson, A. Wiliem, B.C. Lovell, Kernel analysis over Riemannian manifolds for visual recognition of actions, pedestrians and textures, in: IEEE Workshop on the Applications of Computer Vision (WACV'12), Colorado, 2012.
    • (2012)
    • Harandi, M.1    Sanderson, C.2    Wiliem, A.3    Lovell, B.C.4
  • 10
    • 51849087749 scopus 로고    scopus 로고
    • Towards zero training for brain-computer interfacing, PLoS ONE
    • M. Krauledat, M. Tangermann, B. Blankertz, K.R. Müller, Towards zero training for brain-computer interfacing, PLoS ONE 3 (8) (2008).
    • (2008) , vol.3 , Issue.8
    • Krauledat, M.1    Tangermann, M.2    Blankertz, B.3    Müller, K.R.4
  • 11
    • 0346961488 scopus 로고    scopus 로고
    • A well-conditioned estimator for large-dimensional covariance matrices
    • Ledoit O., Wolf M. A well-conditioned estimator for large-dimensional covariance matrices. J. Multivar. Anal. 2004, 88(2):365-411.
    • (2004) J. Multivar. Anal. , vol.88 , Issue.2 , pp. 365-411
    • Ledoit, O.1    Wolf, M.2
  • 12
    • 34247179140 scopus 로고    scopus 로고
    • A review of classification algorithms for EEG-based brain-computer interfaces
    • Lotte F., Congedo M., Lcuyer A., Lamarche F., Arnaldi B. A review of classification algorithms for EEG-based brain-computer interfaces. J. Neural Eng. 2007, 4.
    • (2007) J. Neural Eng. , vol.4
    • Lotte, F.1    Congedo, M.2    Lcuyer, A.3    Lamarche, F.4    Arnaldi, B.5
  • 13
    • 22944439423 scopus 로고    scopus 로고
    • A differential geometric approach to the geometric mean of symmetric positive-definite matrices
    • Moakher M. A differential geometric approach to the geometric mean of symmetric positive-definite matrices. SIAM J. Matrix Anal. Appl. 2005, 26(3):735-747.
    • (2005) SIAM J. Matrix Anal. Appl. , vol.26 , Issue.3 , pp. 735-747
    • Moakher, M.1
  • 14
    • 0032829330 scopus 로고    scopus 로고
    • Event-related EEG/MEG synchronization and desynchronization. basic principles
    • November (11)
    • Pfurtscheller G., Lopes da Silva F.H. Event-related EEG/MEG synchronization and desynchronization. basic principles. Clin. Neurophysiol. 1999, 110(November (11)):1842-1857.
    • (1999) Clin. Neurophysiol. , vol.110 , pp. 1842-1857
    • Pfurtscheller, G.1    Lopes da Silva, F.H.2
  • 15
    • 0034470472 scopus 로고    scopus 로고
    • Optimal spatial filtering of single trial EEG during imagined hand movement
    • December (4)
    • Ramoser H., Muller-Gerking J., Pfurtscheller G. Optimal spatial filtering of single trial EEG during imagined hand movement. IEEE Trans. Rehabil. Eng. 2000, 8(December (4)):441-446.
    • (2000) IEEE Trans. Rehabil. Eng. , vol.8 , pp. 441-446
    • Ramoser, H.1    Muller-Gerking, J.2    Pfurtscheller, G.3
  • 16
    • 84055199883 scopus 로고    scopus 로고
    • A subject-independent brain-computer interface based on smoothed, second-order baselining
    • 2011 Annual International Conference of the Engineering in Medicine and Biology Society, EMBC, September
    • B. Reuderink, J. Farquhar, M. Poel, A. Nijholt, A subject-independent brain-computer interface based on smoothed, second-order baselining, in: 2011 Annual International Conference of the Engineering in Medicine and Biology Society, EMBC, September 2011, pp. 4600-4604.
    • (2011) , pp. 4600-4604
    • Reuderink, B.1    Farquhar, J.2    Poel, M.3    Nijholt, A.4
  • 17
    • 84877625312 scopus 로고    scopus 로고
    • Learning with kernels: support vector machines, regularization, optimization, and beyond, December
    • B. Schölkopf, A. Smola, Learning with kernels: support vector machines, regularization, optimization, and beyond, December 2001.
    • (2001)
    • Schölkopf, B.1    Smola, A.2
  • 19
    • 50249124717 scopus 로고    scopus 로고
    • Pedestrian detection via classification on Riemannian manifolds
    • Tuzel O., Porikli F., Meer P. Pedestrian detection via classification on Riemannian manifolds. IEEE Trans. Pattern Anal. Mach. Intell. 2008, 30(10):1713-1727.
    • (2008) IEEE Trans. Pattern Anal. Mach. Intell. , vol.30 , Issue.10 , pp. 1713-1727
    • Tuzel, O.1    Porikli, F.2    Meer, P.3
  • 20
    • 79851505732 scopus 로고    scopus 로고
    • Factor analysis based spatial correlation modeling for speaker verification
    • IEEE ISCSLP-2010, November
    • E. Wang, W. Guo, L. Dai, K. Lee, B. Ma, H. Li, Factor analysis based spatial correlation modeling for speaker verification, IEEE ISCSLP-2010, November 2010, pp. 166-170.
    • (2010) , pp. 166-170
    • Wang, E.1    Guo, W.2    Dai, L.3    Lee, K.4    Ma, B.5    Li, H.6


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.