Before revision:  Electroencephalograms (EEGs)used in BCIs are weak, easily contaminated by interference and noise , non-stationary for the same subject, and varying across different subjects and sessions .
After revision:  The most common non-invasive BCI modality, electroencephalogram (EEG) , non-stationary for the same subject, and varying across different subjects and sessions .