Salient EEG channel selection in brain computer interfaces by mutual information maximization

Annual International Conference of the IEEE Engineering in Medicine and Biology - Proceedings

Volumn 7 VOLS, Issue , 2005, Pages 7064-7067

  Lan, Tian ^a   Erdogmus, Deniz ^a   Adami, Andre ^a   Pavel, Misha ^a   Mathan, Santosh ^b  

^a OREGON HEALTH AND SCIENCE UNIVERSITY   (United States)

^b HONEYWELL   (United States)

Author keywords

Brain computer interface; EEG channel selection; Independent component analysis; Mutual information

Indexed keywords

CLASSIFICATION (OF INFORMATION); COMPUTATION THEORY; ELECTROENCEPHALOGRAPHY; INDEPENDENT COMPONENT ANALYSIS; INTERFACES (COMPUTER); ROBUSTNESS (CONTROL SYSTEMS);

BRAIN COMPUTER INTERFACE; MUTUAL INFORMATION;

HUMAN COMPUTER INTERACTION;

EID: 33846903365     PISSN: 05891019     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (18)

1. Jonathan R. Wolpaw, Niels Birbaumer, Denis J. McFarland, Gert Pfurtscheller, Theresa M. Vaughan, Brain-computer interfaces for communication and control. Clinical Neurophysiology 113, pp. 767-791, 2002.
2. Thomas Navin Lal, Michael Schroder, Thilo Hinterberger, Jason Weston, Martin Bogdan, Niels Birbaumer, and Berhard Scholkopf, Support Vector Channel Selection in BCI. Max Planck Institute for Biological Cybernetics, Technical Report N. 120, Dec. 2003.
3. st International IEEE EMBS Conference on Neural Engineering, Capri Island, Italy, Mar. 20-22, 2003.
4. Luca Citi, Riccardo Poli, Caterina Cinel, Francisco Sepulveda, Feature Selection and Classification in Brain Computer Interfaces by Genetic Algorithm, Proceedings of Genetic and Evolutionary Computation Conference - GECCO 2004, Seattle.
5. R. M. Fano, Transmission of Information: A Statistical Theory of Communications. Wiley, New York, 1961.
6. M.E. Hellman, J. Raviv, "Probability of Error, Equivocation and the Chernoff Bound," IEEE Transactions on Information Theory, vol. 16, pp. 368-372, 1970.
7. E. Halgren, C. Boujon, J. Clarke, C. Wang, and P. Chauvel, Rapid Distributed Fronto-parieto-occipital Processing Stages During Working Memory in Humans. Cerebral Cortex, Vol. 12, No. 7, Jul. 2002.
8. Alan Gevins, Michael E. Smith, Linda McEvoy, and Daphne Yu, Highresolution EEG Mapping of Cortical Activation Related to Working Memory: Effects of Task Difficulty, Type of Processing, and Practice. Cerebral Cortex, Vol. 7, No. 4, Jun. 1997
9. Alan Gevins, Michael E. Smith, Neurophysiological Measures of Working Memory and Individual Differences in Cognitive Ability and Cognitive Style. Cerebral Cortex, Vol. 10, No. 9, Sep. 2000.
10. B. Widrow and M. E. Hoff, "Adaptive switching circuits," in IRE WESCON Convention Record, 1960, pp. 96-104.
11. P. Welch, "The Use of Fast Fourier Transform for the Estimation of Power Spectra: A Method Based on Time Averaging Over Short Modified Periodograms", IEEE Transactions on Audio and Electroacoustics, vol. 15, no. 2, pp. 70-73, 1967.
12. A. Gevins, M.E. Smith, L.McEvoy, D. Yu, "High Resolution EEG Mapping of Cortical Activation Related to Working Memory: Effects of Task Difficulty, Type of Processing, and Practice," Cerebral Cortex, vol. 7, pp. 374-385, 1997.
13. E.G. Learned-Miller, J.W. Fisher III, "ICA Using Spacings Estimates of Entropy", J. Machine Learning Research, vol. 4, pp.1271-1295, 2003.
14. K.E. Hild II, D. Erdogmus, J.C. Principe, "Blind Source Separation Using Renyi's Mutual Information", IEEE Signal Processing Letters, vol. 8, no. 6, pp. 174-176, 2001.
15. A. Hyvärinen, E. Oja, "A Fast Fixed Point Algorithm for Independent Component Analysis", Neural Computation, vol. 9, no. 7, pp. 1483-1492, 1997.
16. L. Parra, P. Sajda, "Blind Source Separation via Generalized Eigenvalue Decomposition", Journal of Machine Learning Research, vol. 4, pp. 1261-1269, 2003.
17. C.A. Russell, S.G. Gustafson, "Selecting Salient Features of Psychophysiological Measures," Air Force Research Laboratory Technical Report (AFRL-HE-WP-TR-2001-0136), 2001.
18. nd International IEEE EMBS Conference on Neural Engineering, Arlington, Virginia, Mar. 16-19, 2005.