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OALib Journal期刊
ISSN: 2333-9721
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Modified BP Network in Breaking Away from Flat Areas Effectively
一种有效脱离平坦区的改进BP网络

Keywords: Flat area,S-type function,Gradient descent
平坦区
,S型函数,梯度下降

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Abstract:

This paper proposes a new rule to adjust the weight value,which ensures enough weight adjusted range when the output of neuron is close to 0 or 1.The new rule solves a difficult problem for standard BP network to break away from the flat area when it has entered,here its training speed is very slow.A experiment which uses a BPnetwork with single hidden layer to approximate a nonlinear function is presented in the paper.It verifies the superiority of the new rule in the training speed,and draws a conclusion ...

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