Stability of mental motor-imagery classification in EEG depends on the choice of classifier model and experiment design, but not on signal preprocessing.
Martin Justinus RosenfelderMyra SpiliopoulouBurkhard HoppenstedtRüdiger PryssPatrick FisslerMario della Piedra WalterIris-Tatjana KolassaAndreas BenderPublished in: Frontiers Comput. Neurosci. (2023)
Keyphrases
- preprocessing
- motor imagery
- classification algorithm
- classification models
- classification method
- feature extraction
- support vector
- feature space
- signal processing
- classification scheme
- svm classifier
- machine learning
- dimensionality reduction
- probabilistic model
- decision trees
- training set
- pattern classification
- training data
- classification rate
- eeg signals
- learning phase
- feature selection