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EEG datasets of 12 subjects in RSVP tasks were analyzed to evaluate the classification performance of proposed algorithm. The results showed that the proposed algorithm was significantly superior to several state-of-the-art algorithms. 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 t
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