COUPLING HUMAN NEURAL RESPONSE WITH COMPUTER PATTERN ANALYSIS FOR SINGLE-EVENT DETECTION OF SIGNIFICANT BRAIN RESPONSES FOR TASK-RELEVANT STIMULI

摘要

The human neural response is coupled with computer pattern analysis for robust single-event detection of significant non-stationary brain responses triggered upon occurrence of a task-relevant stimulus. Classifier performance is enhanced fusing together the outputs of multiple different classifiers albeit multiple spatial classifiers to extract a temporal pattern as the brain response evolves, time and frequency-based spatio-temporal classifiers, and/or EEG and pupillary classifiers.