BCI competition 2003-data set IIb: support vector machines for the P300 speller paradigm.
Matthias KaperPeter MeinickeUlf GroßekathöferThomas LingnerHelge J. RitterPublished in: IEEE Trans. Biomed. Eng. (2004)
Keyphrases
- brain computer interface
- support vector
- motor imagery
- data sets
- large margin classifiers
- learning machines
- event related potentials
- logistic regression
- signal processing
- healthy subjects
- event related
- cross validation
- support vector machine
- brain signals
- kernel function
- real world
- loss function
- benchmark data sets
- eeg signals
- training data
- eeg data
- brain activity
- maximum margin
- generalization ability
- kernel methods
- binary classification
- decision function
- svm classifier
- online training
- feature selection
- learning algorithm
- high dimensional data
- training examples
- database