Domain-guided Self-supervision of EEG Data Improves Downstream Classification Performance and Generalizability.
Neeraj WaghJionghao WeiSamarth RawalBrent M. BerryLeland BarnardBenjamin H. BrinkmannGregory A. WorrellDavid T. JonesYogatheesan VaratharajahPublished in: ML4H@NeurIPS (2021)
Keyphrases
- eeg data
- eeg signals
- classification accuracy
- motor imagery
- image classification
- pattern recognition
- feature vectors
- image processing
- training set
- independent component analysis
- single trial
- machine learning
- pattern classification
- text classification
- feature set
- decision rules
- sparse representation
- blind source separation
- brain activity
- spectral features
- feature space
- support vector