Asynchronous BCI control of a robot simulator with supervised online training

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

Volumn 4881 LNCS, Issue , 2007, Pages 125-134

  Tsui, Chun Sing Louis ^a   Gan, John Q ^a  

^a UNIVERSITY OF ESSEX   (United Kingdom)

Author keywords

Adaptation; Asynchronous BCI; Automated learning; Brain computer interface; Online training

Indexed keywords

ELECTROENCEPHALOGRAPHY; HUMAN COMPUTER INTERACTION; IMAGE SENSORS; ONLINE SYSTEMS; PARAMETER ESTIMATION; SUPERVISED LEARNING;

AUTOMATED LEARNING; MOTOR IMAGERY; ROBOT SIMULATORS; SUPERVISED ONLINE TRAINING;

ROBOTICS;

EID: 38449087186     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/978-3-540-77226-2_14     Document Type: Conference Paper

References (19)

1. Wolpaw, J.R., Birbaumer, N., McFarland, D.J., Pfurtscheller, G., Vaughan, T.M.: Brain-Computer Interfaces for Communication and Control. Clinical Neurophysiology. 113, 767-791 (2002)
2. Birbaumer, N., Ghanayim, N., Hinterberger, T., Iversen, I., Kotchoubey, B., Kubler, A., Perelmouter, J., Taub, E., Flor, H.: A Spelling Device for the Paralyzed. Nature 398, 297-298 (1999)
3. Pfurtscheller, G., Neuper, C.: Motor Imagery and Direct Brain-Computer Communication. Proc. IEEE 89, 1123-1134 (2001)
4. Townsend, G., Graimann, B., Pfurtscheller, G.: Continuous EEG Classification during Motor Imagery - Simulation of an Asynchronous BCI. IEEE Trans. on Neural Syst. & Rehab. Eng. 12(2), 258-265 (2004)
5. Birch, G.E., Bozorgzadeh, Z., Mason, S.G.: Initial On-Line Evaluations of the LF-ASD Brain-Computer Interface with Able-Bodied and Spinal-Cord Subjects Using Imagined Voluntary Motor Potentials. IEEE Trans. Neural Syst. & Rehab. Eng. 10(4), 219-224 (2002)
6. Millán, J.d.R., Mouriño, J.: Asynchronous BCI and Local Neural Classifiers: An Overview of the Adaptive Brain Interface Project. IEEE Trans. on Neural Syst. & Rehab. Eng. 11(2), 159-161 (2003)
7. Roberts, S., Penny, W.: Real-Time Brain Computer Interfacing: A Preliminary Study Using Bayesian Learning. Medical & Biological Engineering and Computing 38(1), 56-61 (2000)
8. Mason, S.G., Birch, G.E.: A Brain-Controlled Switch for Asynchronous Control Applications. IEEE Trans. on Biomedical Engineering 47(10), 1297-1307 (2000)
9. Krauledat, M., Dornhege, G., Blankertz, B., Curio, G., Müller, K.-R.: The Berlin Brain-Computer Interface for Rapid Response. Biomed. Tech. 49(1), 61-62 (2004)
10. Sun, S., Zhang, C.: Adaptive Feature Extraction for EEG Signal Classification. Medical and Biological Engineering and Computing 44(10), 931-935 (2006)
11. Tomioka, R., Dornhege, G., Aihara, K., Müller, K.-R.: An Iterative Algorithm for Spatio-Temporal Filter Optimization. In: 3rd International Workshop on Brain-Computer Interfaces, Graz, pp. 22-23 (2006)
12. Grosse-Wentrup, M., Gramann, K., Buss, M.: Adaptive Spatial Filters with Predefined Region of Interest for EEG Based Brain-Computer Interfaces. In: Schoelkopf, B., Piatt, J.C. (eds.) Advances in Neural Information Processing Systems 19 (NIPS), MIT Press, Cambridge, MA (2007)
13. Farquhar, J.: Learning Optimal EEG Features Across Time, Frequency and Space. In: Schoelkopf, B., Platt, J.C. (eds.) Advances in Neural Information Processing Systems 19 (NIPS), MIT Press, Cambridge, MA (2007)
14. Millán, J.d.R.: On the Need for On-Line Learning in Brain-Computer Interfaces. In: IJCNN. International Joint Conference on Neural Networks, Budapest, pp. 2877-2882 (2004)
15. Buttfield, A., Ferrez, P.W., Millán, J.d.R.: Towards a Robust BCI: Error Potentials and Online Learning. IEEE Trans. on Neural Syst. & Rehab. Eng. 14(2), 164-168 (2006)
16. Sykacek, P., Roberts, S., Stokes, M.: Adaptive BCI Based on Variational Bayesian Kalman Filtering: An Empirical Evaluation. IEEE Trans. on Biomedical Engineering 51(5), 719-729 (2004)
17. Vidaurre, C., Schlögl, A., Cabeza, R., Scherer, R., Pfurtscheller, G.: Study of On-Line Adaptive Discriminant Analysis for EEG-Based Brain Computer Interfaces. IEEE Trans. on Biomedical Engineering 54(3), 550-556 (2007)
18. Blankertz, B., Müller, K.-R., Krusienski, D.J., Schalk, G., Wolpaw, J.R., Schlögl, A., Pfurtscheller, G., Millán, J.d.R., Schröder, M., Birbaumer, N.: The BCI Competition III: Validating Alternative Apporaches to Actual BCI Problems. IEEE Trans. on Neural Syst. & Rehab. Eng. 14(2), 153-159 (2006)
19. Kanon, S., Scherer, R., Yoshinobu, T., Hoshimiya, N., Pfurtscheller, G.: Brain Switch" BCI System Based on EEG During Foot Movement Imagery. In: 3rd International Workshop on Brain-Computer Interfaces, Graz, pp. 64-65 (2006)