一种三层前向网络参数的解析计算方法 |
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摘 要: | 介绍了用解析法计算三层前向网络参数的方法 ,给出了一个三层前向网络准确记忆给定样本所需隐层节点个数的充分条件 .也可用解析法计算的参数作为 BP等算法的训练初值 .仿真结果说明这种方法是有效的
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关 键 词: | 前向网络 解析法 BP算法 |
An Analytical Method of The References of 3 Layers Feed-Forward Network |
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Authors: | Hou Peiguo Wang Zhiren Wu Shichang Zhang Tiehua Electric Engineering Institute |
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Institution: | Hou Peiguo Wang Zhiren Wu Shichang Zhang Tiehua Electric Engineering Institute |
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Abstract: | This article presents an analytical method of the references of 3 layers feed forward network. In the meantime, an adequate condition is given for the number of nodes in the hidden layer for a 3 layers feed forward network to precisely memorize a set of samples. We can also use this references which is calculated by the analytical method as the initial references of BP algorithm. The simulation proves that the above method is effective. |
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Keywords: | feed forward networks analytical method back propagation(BP) algorithm |
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