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Logistic regression has been used as a supervised method for extracting EEG components predictive of binary perceptual decisions. However, often perceptual decisions require a choice between more than just two alternatives. In this paper we present results using multinomial logistic regression (MLR) for learning EEG components in a 3-way visual discrimination task. Subjects were required to decide...
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