Selecting relevant electrode positions for classification tasks based on the electro-encephalogram

Medical and Biological Engineering and Computing

Volumn 38, Issue 1, 2000, Pages 62-67

  Muller T ^a   Ball, T ^b   Kristeva Feige, R ^b   Mergner, T ^b   Timmer, J ^a  

^a UNIVERSITY OF FREIBURG   (Germany)

^b UNIVERSITY OF FREIBURG   (Germany)

Author keywords

EEG classification; ERD; ERS; Principal component analysis; Spatial pattern analysis

Indexed keywords

BRAIN; ELECTROPHYSIOLOGY; MICROELECTRODES; NEUROPHYSIOLOGY; STATISTICAL METHODS;

PRINCIPAL COMPONENT ANALYSIS; SPATIAL PATTERN ANALYSIS;

ELECTROENCEPHALOGRAPHY;

ARTICLE; BRAIN; CLASSIFICATION; COMPUTER INTERFACE; CONTROLLED STUDY; ELECTRODE; ELECTROENCEPHALOGRAM; HUMAN; HUMAN EXPERIMENT; NORMAL HUMAN; PRINCIPAL COMPONENT ANALYSIS; SPATIAL ORIENTATION; TASK PERFORMANCE;

EID: 0342470552     PISSN: 01400118     EISSN: None     Source Type: Journal    
DOI: 10.1007/BF02344690     Document Type: Article

References (19)

1. ANDERSON, C., DEVULAPALLI, S., and STOLZ, E. (1995): 'EEG signal classification with different signal representations' in GIROSI, F., MANOLAKOS, J. M. E., and WILSON, E. (Eds): 'Neural networks for signal processing V' (IEEE Press), pp. 475-483
2. CERUTTI, S., BERSANI, V. A. C., and D. L. (1987): 'Analysis if visual evoked potentials through Wiener filtering applied to a small number of sweeps', J. Biomed. Eng., 9, pp. 3-12
3. CHEYNE, D., WEINBERG, H., GAETZ, W., and JANTZEN, K. (1995): 'Motor cortex activity and predicting side of movement: neural network and dipole analysis of pre-movement magnetic fields', Neurosci. Lett., 188, pp. 81-84
4. DEECKE, L., and KORNHUBER, H. (1977): 'Cerebral potentials and the initiation of voluntary movement' in DESMEDT, E. (Ed.): 'Attention, voluntary contraction and event-related cerebral potentials' (Karger, Basel), pp. 132-150
5. DUDA, R. O., and HART, P. E. (1973): 'Pattern classification and scene analysis' (John Wiley & Sons, New York)
6. FEIGE, B., KRISTEVA-FEIGE, R., ROSSI, S., PIZZELLA, V., and ROSSINI, P. (1996): 'Neuromagnetic study of movement-related changes in rhythmic brain activity', Brain Res., 734, pp. 252-260
7. FUKUNAGA, K. (1990): 'Introduction'to statistical pattern recognition' (Academic Press, Boston)
8. HEINZE, H., and KÜNKEL, H. (1984): 'ARMA-filtering of evoked potentials', Methods Inf. Med., 23, pp. 29-36
9. HJORTH, B. (1975): 'An on-line transformation of EEG scalp potentials into orthogonal source derivations', Electroenceph. Clin. Neurophysiol., 39, pp. 526-530
10. JASPER, H. (1974): 'Handbook of electroencephalography and clinical neurophysiology 3, Appendix III: The 10-20 electrode system of the International Federation' (Elsevier, Amsterdam)
11. KALCHER, J., FLOTZINGER, D., NEUPER, C., GÖLLY, S., and PFURTSCHELLER, G. (1996): 'Graz brain-computer interface II: towards communication between humans and computers based on online classification of three different EEG patterns', Med. Biol. Eng. Comput., 34, pp. 382-388
12. KOLES, Z., LAZAR, M., and ZHOU, S. (1990): 'Spatial patterns underlying population differences in the background EEG', Brain Topograph., 2, pp. 275-284
13. KRIEGER, S., TIMMER, J., LIS, S., and OLBRICH, H. (1994): 'Some considerations on estimating event-related brain signals', J. Neural Transm., 99, pp. 103-129
14. KRISTEVA, R., KELLER, E., DEECKE, L., and KRONHUBER, H. (1979): 'Cerebral potentials preceding unilateral and simultaneous bilateral finger movements', Electroenceph. Clin Neurophysiol., 47, pp. 229-238
15. PFURTSCHELLER, G., and ARANIBAR, A. (1978): 'Evaluation of event-related desynchronisation (ERD) preceding and following voluntary self-paced movement', Electroenceph. Clin. Neurophysiol., 46, pp. 138-146
16. PFURTSCHELLER, G., FLOTZINGER, D., MOHL, W., and PELTORANTA, M. (1991): 'Prediction of the side of hand movements from single-trial multi-channel EEG data using neural networks', Electroenceph. Clin. Neurophysiol., 82, pp. 313-315
17. SALMELIN, R., and HARI, R. (1994): 'Spatiotemporal characteristics of sensorimotor neuromagnetic rhythms related to thumb movement', Neuroscience, 60, pp. 537-550
18. VAN LEEUWEN, W. S., WIENEKE, G., SPOELSTRA, P., and VERSTEEG, H. (1977): 'Lack of bilateral coherence of mu rhythm', Electroenceph. Clin. Neurophysiol., 44, pp. 140-146
19. WOLPAW, J., MCFARLAND, D., NEAT, G., and FORNERIS, C. (1990): 'An EEG-based brain-computer interface for cursor control', Electroenceph. Clin. Neurophysiol., 78, pp. 252-259