| 感知器的动态稀疏化学习 |
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| 引用本文： | 汪涛, 邢小良. 感知器的动态稀疏化学习. 自动化学报, 1995, 21(1): 93-98. |
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| 作者姓名： | 汪涛 邢小良 |
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| 作者单位： | 1.渐江大学计算机系,杭州 |
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| 摘 要： | 本文提出了一种感知器的动态稀疏化(dynamic dilution)概念,同时估计权值和减少神经元间的连接权个数.动态稀疏化有效地克服了传统的静态稀疏化(先确定权值,然后减少连接权个数)的缺陷.计算机实验结果说明了算法的优越性.
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| 关 键 词： | 感知器 学习算法 动态稀疏化 静态稀疏化 |
| 收稿时间： | 1993-01-04 |
Dynamic Dilution for Perceptron Training |
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| Wang Tao, Xing Xiaoliang. Dynamic Dilution for Perceptron Training. ACTA AUTOMATICA SINICA, 1995, 21(1): 93-98. |
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| Authors: | Wang Tao Xing Xiaoliang |
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| Affiliation: | 1. Department of Computer Science&Engineering Zhejiang University Hangzhou |
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| Abstract: | In this paper, a dynamic dilution concept for perceptrons is proposed, which estimates the weights and reduces the number of connections at the same time. The dynamic dilution overcomes the weakness of the static dilution. Computer simulations are conducted to show its advantages. |
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| Keywords: | Perceptron learning algorithm dynamic dilution static dilution. |
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