Research on multi-degree-of-freedom neurons with weighted graphs
文献类型：期刊论文
| 作者 | Wang, Shoujue; Liu, Singsing; Cao, Wenming |
| 刊名 | Advances in neural networks - isnn 2006, pt 1
 |
| 出版日期 | 2006 |
| 卷号 | 3971页码:669-675 |
| ISSN号 | 0302-9743 |
| 通讯作者 | Wang, shoujue(sstar2002@sina.com) |
| 英文摘要 | In this paper, we redefine the sample points set in the feature space from the point of view of weighted graph and propose a new covering model - multi-degree-of-freedorn neurons (mdfn). base on this model, we describe a geometric learning algorithm with 3-degree-of-freedom neurons. it identifies the sample points secs topological character in the feature space, which is different from the traditional "separation" method. experiment results demonstrates the general superiority of this algorithm over the traditional pca+nn algorithm in terms of efficiency and accuracy. |
| WOS关键词 | BIOMIMETIC PATTERN-RECOGNITION |
| WOS研究方向 | Computer Science |
| WOS类目 | Computer Science, Artificial Intelligence ; Computer Science, Theory & Methods |
| 语种 | 英语 |
| WOS记录号 | WOS:000238112000098 |
| 出版者 | SPRINGER-VERLAG BERLIN |
| URI标识 | http://www.irgrid.ac.cn/handle/1471x/2426794 |
| 专题 | 半导体研究所 |
| 通讯作者 | Wang, Shoujue |
| 作者单位 | 1.Chinese Acad Sci, Inst Semicond, Artificial Neural Networks Lab, Beijing 100083, Peoples R China 2.Zhejiang Univ Technol, Informat Engn Coll, Inst Intelligent Informat Syst, Hangzhou 310032, Peoples R China |
| 推荐引用方式 GB/T 7714 | Wang, Shoujue,Liu, Singsing,Cao, Wenming. Research on multi-degree-of-freedom neurons with weighted graphs[J]. Advances in neural networks - isnn 2006, pt 1,2006,3971:669-675. |
| APA | Wang, Shoujue,Liu, Singsing,&Cao, Wenming.(2006).Research on multi-degree-of-freedom neurons with weighted graphs.Advances in neural networks - isnn 2006, pt 1,3971,669-675. |
| MLA | Wang, Shoujue,et al."Research on multi-degree-of-freedom neurons with weighted graphs".Advances in neural networks - isnn 2006, pt 1 3971(2006):669-675. |
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来源：半导体研究所
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