| 一种非线性竞争性Hebbian算法 |
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| 引用本文： | 邓达,余英林.一种非线性竞争性Hebbian算法[J].华南理工大学学报(自然科学版),1998,26(9):6-11. |
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| 作者姓名： | 邓达 余英林 |
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| 作者单位： | 华南理工大学电子与通信工程系 |
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| 基金项目： | 国家“九五”攻关项目,广东省自然科学基金 |
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| 摘 要： | 与主量分析密切相关的Ｈｅｂｂｉａｎ算法大都局限于线性模型精确输入恢复前提，本文考察了一类非线性的竞争性Ｈｅｂｂｉａｎ学习，提出了一个确切的基于纯竞争机制的优化算法，仿真实验表明，该算法较之于现有的算法更为快速、有效。
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| 关 键 词： | Hebbian学习 竞争学习 神经网络 Hebbian算法 |
AN ALGORITHM OF NONLINEAR COMPETITIVE HEBBIAN LEARNING * |
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| Deng Da,Yu Yinglin.AN ALGORITHM OF NONLINEAR COMPETITIVE HEBBIAN LEARNING *[J].Journal of South China University of Technology(Natural Science Edition),1998,26(9):6-11. |
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| Authors: | Deng Da Yu Yinglin |
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| Abstract: | Most Hebbian algorithms, closely related to principal component analysis, are subjected to restraints of linear models and the criterion of accurate input reconstruction. In this paper, a kind of nonlinear competitive Hebbian learning is examined, and an exact optimization algorithm based on pure competitive mechanism is proposed. Simulation result shows that the proposed algorithm learns faster and more effectively than previous approaches. |
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| Keywords: | Hebbian learning competitive learning neural networks |
| 本文献已被 CNKI 维普 等数据库收录！ |
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