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As a pilot study to the development of generalization error of multilayer perceptron neural network (MLPNN), we examine several error functions as selection criteria for MLPNN architecture selection. In addition, a brief survey on current MLPNN architecture selection methods is given. The average weighted F-score is widely used in information extraction field and we will adopt it as the criterion...
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