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The present paper introduces the development, valuable part and application of neural network. It also analyzes systematically the existing problems and the combination of neural network with wavelet analysis, fuzzy set, chaos, rough sets and other theories, together with its applications and the hot spots of the research on neural network. The analysis proves that the prospects of neural network will be primising with the combination method, and that subject integration will be the chief interest for the neural network research.