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.

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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.
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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, 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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88 Citations in Europe PMC

Data provided by Europe PubMed Central.

A comprehensive survey of brain interface technology designs.
Mason SG, Bashashati A, Fatourechi M, Navarro KF, Birch GE., Ann Biomed Eng 35(2), 2007
PMID: 17115262
EMG and EOG artifacts in brain computer interface systems: A survey.
Fatourechi M, Bashashati A, Ward RK, Birch GE., Clin Neurophysiol 118(3), 2007
PMID: 17169606
A review of classification algorithms for EEG-based brain-computer interfaces.
Lotte F, Congedo M, Lécuyer A, Lamarche F, Arnaldi B., J Neural Eng 4(2), 2007
PMID: 17409472
A P300-based brain-computer interface: initial tests by ALS patients.
Sellers EW, Donchin E., Clin Neurophysiol 117(3), 2006
PMID: 16461003
Robust classification of EEG signal for brain-computer interface.
Thulasidas M, Guan C, Wu J., IEEE Trans Neural Syst Rehabil Eng 14(1), 2006
PMID: 16562628
Brain-computer interface research at the University of South Florida Cognitive Psychophysiology Laboratory: the P300 Speller.
Sellers EW, Kübler A, Donchin E., IEEE Trans Neural Syst Rehabil Eng 14(2), 2006
PMID: 16792299
The Wadsworth BCI Research and Development Program: at home with BCI.
Vaughan TM, McFarland DJ, Schalk G, Sarnacki WA, Krusienski DJ, Sellers EW, Wolpaw JR., IEEE Trans Neural Syst Rehabil Eng 14(2), 2006
PMID: 16792301
A P300 event-related potential brain-computer interface (BCI): the effects of matrix size and inter stimulus interval on performance.
Sellers EW, Krusienski DJ, McFarland DJ, Vaughan TM, Wolpaw JR., Biol Psychol 73(3), 2006
PMID: 16860920
A comparison of classification techniques for the P300 Speller.
Krusienski DJ, Sellers EW, Cabestaing F, Bayoudh S, McFarland DJ, Vaughan TM, Wolpaw JR., J Neural Eng 3(4), 2006
PMID: 17124334
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
The BCI Competition 2003: progress and perspectives in detection and discrimination of EEG single trials.
Blankertz B, Müller KR, Curio G, Vaughan TM, Schalk G, Wolpaw JR, Schlögl A, Neuper C, Pfurtscheller G, Hinterberger T, Schröder M, Birbaumer N., IEEE Trans Biomed Eng 51(6), 2004
PMID: 15188876

13 References

Data provided by Europe PubMed Central.


AUTHOR UNKNOWN, 0
Talking off the top of your head: toward a mental prosthesis utilizing event-related brain potentials.
Farwell LA, Donchin E., Electroencephalogr Clin Neurophysiol 70(6), 1988
PMID: 2461285
The BCI Competition 2003: progress and perspectives in detection and discrimination of EEG single trials.
Blankertz B, Muller KR, Curio G, Vaughan TM, Schalk G, Wolpaw JR, Schlogl A, Neuper C, Pfurtscheller G, Hinterberger T, Schroder M, Birbaumer N., IEEE Trans Biomed Eng 51(6), 2004
PMID: 15188876
A tutorial on support vector machines for pattern recognition
Burges, Data Mining Knowledge Discovery 2(2), 1998

Vapnik, The Nature of Statistical Learning Theory (), 1995

Ripley, Pattern Recognition and Neural Networks (), 1996
Discriminative densities from maximum contrast estimation
Meinicke, Advances in Neural Information Processing Systems 15 (), 2003
Improving transfer rates in brain computer interfacing: A case study
Meinicke, Advances in Neural Information Processing Systems 15 (), 2003
Discriminative direction for kernel classifiers
Golland, Advances in Neural Information Processing Systems 14 (), 2002
Utilizing SVM's to derive psychophysiological information from a brain-computer interfacing study
Kaper, Proc. EuroCogSci 2003 (), 2003
Brain-computer interfaces for communication and control.
Wolpaw JR, Birbaumer N, McFarland DJ, Pfurtscheller G, Vaughan TM., Clin Neurophysiol 113(6), 2002
PMID: 12048038

Chang, LIBSVM: A Library for Support Vector Machines (), 2001

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