TY - JOUR
T1 - A data analysis competition to evaluate machine learning algorithms for use in brain-computer interfaces
AU - Sajda, Paul
AU - Gerson, Adam
AU - Müller, Klaus Robert
AU - Blankertz, Benjamin
AU - Parra, Lucas
N1 - Funding Information:
Manuscript received August 16, 2002; revised April 29, 2003. This work was supported by the Defense Advanced Research Projects Agency (DARPA). P. Sajda and A. Gerson are with the Department of Biomedical Engineering, Columbia University, New York, NY 10027 USA (e-mail:sajda@columbia.edu; adg71@columbia.edu). K.-R. Müller and B. Blankertz are with Fraunhofer FIRST, D-12489 Berlin, Germany (e-mail: klaus@first.fraunhofer.de, blanker@first.fraunhofer.de). L. Parra is with Sarnoff Corporation, Princeton, NJ 08540 USA (e-mail: lparra@sarnoff.com). Digital Object Identifier 10.1109/TNSRE.2003.814453
PY - 2003/6
Y1 - 2003/6
N2 - We present three datasets that were used to conduct an open competition for evaluating the performance of various machine-learning algorithms used in brain-computer interfaces. The datasets were collected for tasks that included: 1) detecting explicit left/right (L/R) button press; 2) predicting imagined L/R button press; and 3) vertical cursor control. A total of ten entries were submitted to the competition, with winning results reported for two of the three datasets.
AB - We present three datasets that were used to conduct an open competition for evaluating the performance of various machine-learning algorithms used in brain-computer interfaces. The datasets were collected for tasks that included: 1) detecting explicit left/right (L/R) button press; 2) predicting imagined L/R button press; and 3) vertical cursor control. A total of ten entries were submitted to the competition, with winning results reported for two of the three datasets.
KW - Brain computer interface (BCI)
KW - Data analysis competition
KW - Electroencephalography (EEG)
KW - Machine learning
UR - http://www.scopus.com/inward/record.url?scp=0042354780&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=0042354780&partnerID=8YFLogxK
U2 - 10.1109/TNSRE.2003.814453
DO - 10.1109/TNSRE.2003.814453
M3 - Article
C2 - 12899269
AN - SCOPUS:0042354780
VL - 11
SP - 184
EP - 185
JO - IEEE Transactions on Neural Systems and Rehabilitation Engineering
JF - IEEE Transactions on Neural Systems and Rehabilitation Engineering
SN - 1534-4320
IS - 2
ER -