Machine learning and EEG can classify passive viewing of discrete categories of visual stimuli but not the observation of pain

Abstract Previous studies have demonstrated the potential of machine learning (ML) in classifying physical pain from non-pain states using electroencephalographic (EEG) data. However, the application of ML to EEG data to categorise the observation of pain versus non-pain images of human facial expre...

Full description

Bibliographic Details

Published in:	BMC Neuroscience
Main Authors:	Tyler Mari, Jessica Henderson, S. Hasan Ali, Danielle Hewitt, Christopher Brown, Andrej Stancak, Nicholas Fallon
Format:	Article
Language:	English
Published:	BMC 2023-09-01
Subjects:	Empathy Electroencephalography N170 Event-related potential External validation
Online Access:	https://doi.org/10.1186/s12868-023-00819-y