Classification of EEG with structural feature dictionaries in a brain computer interface

Proceedings of the 30th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS'08 - "Personalized Healthcare through Technology"

Volumn , Issue , 2008, Pages 1001-1004

  Göksu, Fikri ^a   Ince, Nuri Firat ^a   Tadipatri, Vijay Aditya ^a   Tewfik, Ahmed H ^a  

^a University of Minnesota   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

CLASSIFICATION (OF INFORMATION);

CLASSIFICATION ACCURACY; CLASSIFICATION RESULTS; MOTOR IMAGERY TASKS; MULTICHANNEL EEG; STRUCTURAL FEATURE; SUBSET SELECTION; TEMPORAL PATTERN; UNDECIMATED WAVELET PACKET TRANSFORMS;

BRAIN COMPUTER INTERFACE;

ALGORITHM; ARTICLE; ARTIFICIAL INTELLIGENCE; AUTOMATED PATTERN RECOGNITION; CLASSIFICATION; COMPUTER INTERFACE; ELECTROENCEPHALOGRAPHY; EVOKED MUSCLE RESPONSE; HUMAN; IMAGINATION; METHODOLOGY; MOTOR CORTEX; PHYSIOLOGY; REPRODUCIBILITY; SENSITIVITY AND SPECIFICITY;

ALGORITHMS; ARTIFICIAL INTELLIGENCE; ELECTROENCEPHALOGRAPHY; EVOKED POTENTIALS, MOTOR; HUMANS; IMAGINATION; MOTOR CORTEX; PATTERN RECOGNITION, AUTOMATED; REPRODUCIBILITY OF RESULTS; SENSITIVITY AND SPECIFICITY; USER-COMPUTER INTERFACE;

EID: 61849150935     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/iembs.2008.4649324     Document Type: Conference Paper

References (10)

1. A. Schlo̊gl, D. Flotzinger. G. Pfurtscheller, "Adaptive autoregressive modeling used for single trial EEg classification," Biomed. Technik, 42, pp. 162-167, 1997.
2. H Ramoser, J. Müller-Gerking. and G. Pfurtscheller, "Optimal spatial filtering of single trial EEG during imagined hand movement," IEEE Trans. Rehab. Eng., vol. 8, no. 4. pp. 441-446, 2000.
3. N. F. Ince. S. Arica, and A. H. Tewfik. "Classification of single trial motor imagery EEG recordings by using subiect adapted non-dyadie arbitrary time-frequency tilings," J. Neural Eng. 3, 235-244. 2006.
4. N. F. Ince, F. Goksu, and A. H. Tewfik. "An ECoG Based Brain Computer Interface with Spatially Adapted Time-Frequency Patterns," Int. Joint Conf. on Biomedical Enginieering Systems and Technologies., Portugal, 2008.
5. M. Unser. "Texture classification and segmentation using wavelet frames," IEEE Trans. Image Proc., Vol. 4(11), pp. 1549-60, 1995.
6. R. O. Duda, P. E. Hart, and D. G Stork, Pattern Classification. John Wiley & Sons. 2006. ch. 3.
7. http://ida. first.fraunhofer.de/projects/bci/competition-III/
8. B. Hjorth. "An online transformation of EEG scalp potentials into orthogonal source derivations," Electroenceph. and Clinical Neuro. 39 526-30. 1975.
9. L. Song, and J. Epps, "Classifying EEG for Brain-Computer Interface: foaming Optimal Fillers for Dynamical System Features," Computational Inelligence and Neurscience., Vol. 2007
10. T. Hastie, R. Tibshirani. and J. Friedman. The Elements of Statistical Learning. Springer-Verlag, 2001, ch. 4 and 12.