A new feature dimensionally reduction approach based on general tensor discriminant analysis in EEG signal classification

Proceedings - 2011 International Conference on Intelligent Computation and Bio-Medical Instrumentation, ICBMI 2011

Volumn , Issue , 2011, Pages 188-191

  Nasehi, Saadat ^a   Pourghassem, Hossein ^a  

^a ISLAMIC AZAD UNIVERSITY   (Iran)

Author keywords

EEG; feature extraction; Gabor functions; General Tensor Discriminant Analysis (GTDA); ICA; LDA; PCA

Indexed keywords

CLASSIFICATION PERFORMANCE; COMMON FEATURES; DIMENSIONALLY REDUCTION; EEG SIGNAL CLASSIFICATION; EEG SIGNALS; ELECTROENCEPHALOGRAM SIGNALS; GABOR FUNCTION; GENERAL TENSOR DISCRIMINANT ANALYSIS; LDA; LINEAR DISCRIMINANT ANALYSIS; MEDICINE APPLICATION; MENTAL TASKS; PCA; PROJECTION VECTORS; TEMPORAL DOMAIN; THIRD-ORDER TENSORS;

DISCRIMINANT ANALYSIS; ELECTROENCEPHALOGRAPHY; FEATURE EXTRACTION; INDEPENDENT COMPONENT ANALYSIS; SIGNAL PROCESSING;

TENSORS;

EID: 84856827087     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICBMI.2011.32     Document Type: Conference Paper

References (15)

1. M. Sabeti, R. Boostani, S.D. Katebi, G.W. Price, "Selection of relevant features for EEG signal classification of schizophrenic patients,"Biomedical Signal Processing and Control, Volume 2, Issue 2, Pages 122-134, April 2007. (Pubitemid 47109237)
2. Wei-Yen Hsu, "EEG-based motor imagery classification using enhanced active segment selection and adaptive classifier," Computers in Biology and Medicine, Volume 41, Issue 8, Pages 633-639, August 2011.
3. M. Sabeti, S.D. Katebi, R. Boostani, G.W. Price, "A new approach for EEG signal classification of schizophrenic and control participants," Expert Systems with Applications, Volume 38, Issue 3, Pages 2063-2071, March 2011.
4. H. Mandelkow, D. Brandeis, P. Boesiger, "Good practices in EEG-MRI: The utility of retrospective synchronization and PCA for the removal of MRI gradient artefacts," NeuroImage, Volume 49, Issue 3, Pages 2287-2303, February 2010.
5. Abdulhamit Subasi, M. Ismail Gursoy, "EEG signal classification using PCA, ICA, LDA and support vector machines,"Expert Systems with Applications, Volume 37, Issue 12, Pages 8659-8666, December 2010.
6. Co Melissant, Alexander Ypma, Edward E.E. Frietman, Cornelis J. Stam, "A method for detection of Alzheimer's disease using ICA-enhanced EEG measurements," Artificial Intelligence in Medicine, Volume 33, Issue 3, Pages 209-222, March 2005.
7. M. Dyson, F. Sepulveda, J.Q. Gan, "Localisation of cognitive tasks used in EEG-based BCIs," Clinical Neurophysiology, Volume 121, Issue 9, Pages 1481-1493, September 2010.
8. S. Janjarasjitt, M.S. Scher, K.A. Loparo, "Nonlinear dynamical analysis of the neonatal EEG time series: The relationship between neurodevelopment and complexity," Clinical Neurophysiology, Volume 119, Issue 4, Pages 822-836, April 2008.
9. Challa S. Sastry, M. Ravindranath, Arun K. Pujari, B.L. Deekshatulu, "A modified Gabor function for content based image retrieval," Pattern Recognition Letters, Volume 28, Issue 2, pp. 293-300, January 2007.
10. K. Okajima, "The Gabor function extracts the maximum information from input local signals," Neural Networks, Volume 11, Issue 3, pp. 435-439, April 1998. (Pubitemid 28351080)
11. Karlheinz Gröchenig, "Multivariate Gabor frames and sampling of entire functions of several variables," Applied and Computational Harmonic Analysis, Volume 31, Issue 2, pp. 218-227, September 2011.
12. D. Tao, X. Li, X. Wu, S.J. Maybank, "General tensor discriminant analysis and Gabor features for gait recognition," IEEE Trans. Pattern Anal. Machine Intell. Vol. 29, issue 10, pp. 1700-1715, 2007.
13. H. Lee, Y.D. Kim, A. Cichocki, S. Choi, "Nonnegative tensor factorization for continuous EEG classification," Int. J. Neural Systems, vol. 17, issue 4, pp. 1-13, 2007.
14. BCI Competition III, Data set V: "mental imagery, multiclass", http://www.bbci.de/competition/iii/
15. Dennis J. McFarland, Lynn M. McCane, Stephen V. David, Jonathan R. Wolpaw, "Spatial filter selection for EEG-based communication," Electroencephalography and Clinical Neurophysiology, Volume 103, Issue 3, Pages 386-394, September 1997.