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Review on generalization problem of artificial neural network
人工神经网络泛化问题研究综述*

Keywords: artificial neural network(ANN),generalization problem,generalization ability
人工神经网络
,泛化问题,泛化能力

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Abstract:

This paper reviewed previous works from such aspects as theory,method (idea) and technique,and discussed the model complexity,the sample complexity and their relationship. Pointed out that the generalization of neural network could be improved to a certain extent by controlling the model complexity or adjusting sample,but there were still some practical problems to be resolved. At the end of this paper, presented the prospect for further research.

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