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Enhancing the EEG classification in RSVP task by combining interval model of ERPs with spatial and temporal regions of interest.

Bowen LiYanfei LinXiaorong GaoZhiwen Liu
Published in: Journal of neural engineering (2020)
The interval model of ERPs was exploited in a spatial linear discriminant framework to overcome the inter-trial variability. The spatial and temporal ROIs were explored to reinforce the pivotal channels and temporal components. And the proposed algorithm can provide good performance with fewer training trials.
Keyphrases
  • machine learning
  • deep learning
  • clinical trial
  • study protocol
  • functional connectivity
  • randomized controlled trial
  • phase ii
  • neural network