Classification of multichannel ECoG related to individual finger movements with redundant spatial projections

Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS

Volumn , Issue , 2011, Pages 5424-5427

  Onaran, Ibrahim ^a   Ince, N Firat ^b   Cetin, A Enis ^a  

^a BILKENT UNIVERSITY   (Turkey)

^b UNIVERSITY OF MINNESOTA   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

BRAIN MACHINE INTERFACE; CLASSIFICATION ACCURACY; COMMON SPATIAL PATTERNS; ELECTROCORTICOGRAM; FINGER MOVEMENTS; FREQUENCY RANGES; MULTI-CHANNEL; MULTI-CLASS PROBLEMS; NEURAL ACTIVITY;

ALGORITHMS; FEATURE EXTRACTION; FREQUENCY BANDS;

ELECTROPHYSIOLOGY;

ALGORITHM; ARTICLE; AUTOMATED PATTERN RECOGNITION; COMPUTER INTERFACE; ELECTROENCEPHALOGRAPHY; EVOKED MUSCLE RESPONSE; METHODOLOGY; MOTOR CORTEX; MOVEMENT (PHYSIOLOGY); PHYSIOLOGY; REPRODUCIBILITY; SENSITIVITY AND SPECIFICITY;

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

EID: 84055192849     PISSN: 1557170X     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/IEMBS.2011.6091341     Document Type: Conference Paper

References (11)

1. V. Aggarwal, S. Acharya, F. Tenore, Hyun-Chool Shin, R. Etienne- Cummings, M.H. Schieber and N.V. Thakor, "Asynchronous Decoding of Dexterous Finger Movements Using M1 Neurons," Neural Systems and Rehabilitation Engineering, IEEE Transactions on, vol.16, no.1, pp.3-14, Feb. 2008.
2. N. Liang and and L. Bougrain, " Decoding Finger Flexion using amplitude modulation from band-specific ECoG," European Symposium on Artificial Neural Networks - ESANN (2009).
3. S. Acharya, F. Tenore, V. Aggarwal, R. Etienne-Cummings, M.H. Schieber and N.V. Thakor, "Decoding Individuated Finger Movements Using Volume-Constrained Neuronal Ensembles in the M1 Hand Area," Neural Systems and Rehabilitation Engineering, IEEE Transactions on, vol.16, no.1, pp.15-23, Feb. 2008
4. Mohsen Mollazadeh, Vikram Aggarwal, Girish Singhal, Andrew Law, Adam Davidson, Marc Schieber, Nitish Thakor, "Spectral modulation of LFP activity in M1 during dexterous finger movements," Engineering in Medicine and Biology Society, 2008. EMBS 2008. 30th Annual International Conference of the IEEE, vol., no., pp.5314-5317, 20-25 Aug. 2008
5. P. Shenoy, K. Miller, J. Ojemann, and R. Rao, "Finger movement classification for an electrocorticographic BCI," IEEE Neur Eng. Conf. 2007.
6. N.F. Ince, R. Gupta, S. Arica, A.H. Tewfik, J. Ashe, et al. "High Accuracy Decoding of Movement Target Direction in Non-Human Primates Based on Common Spatial Patterns of Local Field Potentials," 2010 PLoS ONE 5(12): e14384. doi:10.1371/journal.pone.0014384
7. Z.J. Koles, M.S. Lazar and S.Z. Zhou, "Spatial patterns underlying population differences in the background EEG," Brain Topogr 2: 275-284. (1990).
8. Chih-Chung Chang and Chih-Jen Lin. (2001) A library for support vector machines. http://www.csie.ntu.edu.tw/~cjlin/libs.
9. T.G. Dietterich and G. Bakiri "Solving multiclass learning problems via error-correcting output codes," J Artif Intell Res (1995) 2: 263-286
10. N.F. Ince, R. Gupta, S. Arica, A.H. Tewfik, J. Ashe et al. "Movement direction decoding with spatial patterns of local field potentials," in 4th International IEEE/EMBS Conference on Neural Engineering (2009) 291-2z94.
11. Kai J. Miller and G. Schalk. (2008, June) Prediction of Finger Flexion 4th Brain-Computer Interface Data Competition. [Online]. http://www.bbci.de/ competition/iv/desc-4.pdf.