Generalizing to new subjects in Brain-Computer Interfacing

Kaper M, Ritter H (2004)
In: Linkages for innovation in biomedicine. 26th annual international conference of the IEEE Engineering in Medicine and Biology Society, EMBC 2004. Conference proceedings. 6. Piscataway, NJ: IEEE: 4363-4366.

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Abstract
This paper evaluates an algorithm based on support vector machines to analyze EEG data from the P300 speller brain-computer interface paradigm. We evaluated the performance of this technique on own experimental data from 8 subjects and achieved high transfer rates of up to 97.57 bits/min (mean 47.26 bits/min) within subjects. We then investigated how well the classifier generalizes when it is trained on data from a set of several subjects and then applied on data from a new subject to use this BCI in a pretrained fashion. Transfer rates up to 61.04 bits/min were achieved (mean 17.64 bits/min) for this situation indicating an encouraging generalization performance.
Publishing Year
Conference
26th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBC 2004
Location
San Francisco, USA
Conference Date
2004-09-01 – 2004-09-05
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Kaper M, Ritter H. Generalizing to new subjects in Brain-Computer Interfacing. In: Linkages for innovation in biomedicine. 26th annual international conference of the IEEE Engineering in Medicine and Biology Society, EMBC 2004. Conference proceedings. Vol 6. Piscataway, NJ: IEEE; 2004: 4363-4366.
Kaper, M., & Ritter, H. (2004). Generalizing to new subjects in Brain-Computer Interfacing. Linkages for innovation in biomedicine. 26th annual international conference of the IEEE Engineering in Medicine and Biology Society, EMBC 2004. Conference proceedings, 6, 4363-4366.
Kaper, M., and Ritter, H. (2004). “Generalizing to new subjects in Brain-Computer Interfacing” in Linkages for innovation in biomedicine. 26th annual international conference of the IEEE Engineering in Medicine and Biology Society, EMBC 2004. Conference proceedings, vol. 6, (Piscataway, NJ: IEEE), 4363-4366.
Kaper, M., & Ritter, H., 2004. Generalizing to new subjects in Brain-Computer Interfacing. In Linkages for innovation in biomedicine. 26th annual international conference of the IEEE Engineering in Medicine and Biology Society, EMBC 2004. Conference proceedings. no.6 Piscataway, NJ: IEEE, pp. 4363-4366.
M. Kaper and H. Ritter, “Generalizing to new subjects in Brain-Computer Interfacing”, Linkages for innovation in biomedicine. 26th annual international conference of the IEEE Engineering in Medicine and Biology Society, EMBC 2004. Conference proceedings, vol. 6, Piscataway, NJ: IEEE, 2004, pp.4363-4366.
Kaper, M., Ritter, H.: Generalizing to new subjects in Brain-Computer Interfacing. Linkages for innovation in biomedicine. 26th annual international conference of the IEEE Engineering in Medicine and Biology Society, EMBC 2004. Conference proceedings. 6, p. 4363-4366. IEEE, Piscataway, NJ (2004).
Kaper, Matthias, and Ritter, Helge. “Generalizing to new subjects in Brain-Computer Interfacing”. Linkages for innovation in biomedicine. 26th annual international conference of the IEEE Engineering in Medicine and Biology Society, EMBC 2004. Conference proceedings. Piscataway, NJ: IEEE, 2004.Vol. 6. 4363-4366.
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3 Citations in Europe PMC

Data provided by Europe PubMed Central.

An adaptive P300-based online brain-computer interface.
Lenhardt A, Kaper M, Ritter HJ., IEEE Trans Neural Syst Rehabil Eng 16(2), 2008
PMID: 18403280
An improved P300-based brain-computer interface.
Serby H, Yom-Tov E, Inbar GF., IEEE Trans Neural Syst Rehabil Eng 13(1), 2005
PMID: 15813410

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