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    Trial-by-trial surprise-decoding model for visual and auditory binary oddball tasks

    , Article NeuroImage ; Volume 196 , 2019 , Pages 302-317 ; 10538119 (ISSN) Modirshanechi, A ; Kiani, M. M ; Aghajan, H ; Sharif University of Technology
    Academic Press Inc  2019
    Abstract
    Having to survive in a continuously changing environment has driven the human brain to actively predict the future state of its surroundings. Oddball tasks are specific types of experiments in which this nature of the human brain is studied. Detailed mathematical models have been constructed to explain the brain's perception in these tasks. These models consider a subject as an ideal observer who abstracts a hypothesis from the previous stimuli, and estimates its hyper-parameters - in order to make the next prediction. The corresponding prediction error is assumed to manifest the subjective surprise of the brain. While the approach of earlier works to this problem has been to suggest an...