Abstract: A new approach to improve the generalization ability of neural network is presented based on an angle of fuzzy theory. This approach is put into effect through shrinking or magnifying the input vector, thereby reducing the difference between training set

Key words: Neural network, Generalization, Misclassifieation rate, Fuzzy theory