Predicting EEG single trial responses with simultaneous fMRI and Relevance Vector Machine regression

► Relevance Vector Machine can predict single trial EEG responses. ► A significant contribution of the single trial modulations can be linked to distributed patterns. ► Predictions are significant for both evoked and induced EEG responses.