BCI Competition 2003 - Dataset IIb: Support Vector Machines for the P300 speller paradigm

Kaper M, Meinicke P, Großekathöfer U, Lingner T, Ritter H (2004)
IEEE Transactions on Biomedical Engineering 51(6): 1073-1076.

Zeitschriftenaufsatz | Veröffentlicht | Englisch
 
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DOI
Autor*in
Kaper, Matthias; Meinicke, Peter; Großekathöfer, UlfUniBi; Lingner, T.; Ritter, HelgeUniBi
Einrichtung
Technische Fakultät > AG Neuroinformatik
Abstract / Bemerkung
We propose an approach to analyze data from the P300 speller paradigm using the machine-learning technique support vector machines. In a conservative classification scheme, we found the correct solution after five repetitions. While the classification within the competition is designed for offline analysis, our approach is also well-suited for a real-world online solution: It is fast, requires only 10 electrode positions and demands only a small amount of preprocessing.
Erscheinungsjahr
2004
Zeitschriftentitel
IEEE Transactions on Biomedical Engineering
Band
51
Ausgabe
6
Seite(n)
1073-1076
ISSN
0018-9294
Page URI
https://pub.uni-bielefeld.de/record/2714356

Zitieren

Kaper M, Meinicke P, Großekathöfer U, Lingner T, Ritter H. BCI Competition 2003 - Dataset IIb: Support Vector Machines for the P300 speller paradigm. IEEE Transactions on Biomedical Engineering. 2004;51(6):1073-1076.
Kaper, M., Meinicke, P., Großekathöfer, U., Lingner, T., & Ritter, H. (2004). BCI Competition 2003 - Dataset IIb: Support Vector Machines for the P300 speller paradigm. IEEE Transactions on Biomedical Engineering, 51(6), 1073-1076. doi:10.1109/TBME.2004.826698
Kaper, Matthias, Meinicke, Peter, Großekathöfer, Ulf, Lingner, T., and Ritter, Helge. 2004. “BCI Competition 2003 - Dataset IIb: Support Vector Machines for the P300 speller paradigm”. IEEE Transactions on Biomedical Engineering 51 (6): 1073-1076.
Kaper, M., Meinicke, P., Großekathöfer, U., Lingner, T., and Ritter, H. (2004). BCI Competition 2003 - Dataset IIb: Support Vector Machines for the P300 speller paradigm. IEEE Transactions on Biomedical Engineering 51, 1073-1076.
Kaper, M., et al., 2004. BCI Competition 2003 - Dataset IIb: Support Vector Machines for the P300 speller paradigm. IEEE Transactions on Biomedical Engineering, 51(6), p 1073-1076.
M. Kaper, et al., “BCI Competition 2003 - Dataset IIb: Support Vector Machines for the P300 speller paradigm”, IEEE Transactions on Biomedical Engineering, vol. 51, 2004, pp. 1073-1076.
Kaper, M., Meinicke, P., Großekathöfer, U., Lingner, T., Ritter, H.: BCI Competition 2003 - Dataset IIb: Support Vector Machines for the P300 speller paradigm. IEEE Transactions on Biomedical Engineering. 51, 1073-1076 (2004).
Kaper, Matthias, Meinicke, Peter, Großekathöfer, Ulf, Lingner, T., and Ritter, Helge. “BCI Competition 2003 - Dataset IIb: Support Vector Machines for the P300 speller paradigm”. IEEE Transactions on Biomedical Engineering 51.6 (2004): 1073-1076.

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