The main goal of this project is to explore the capacity of Artificial Neural Networks for classification of cognitive patterns, in particular, prediction when the subject is reading a sentence versus perceiving a picture during single window of trial. In addition, we identify which features to include for classifier input and a number of issues about efficient computation with the large data set. Multilayer feed-forward perceptron network classifier is used for classification of cognitive activities. The code is implemented in MATLAB programming language using Netlab Toolbox, a Matlab library for artificial neural networks.
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