Research on multi-degree-of-freedom neurons with weighted graphs
文献类型：期刊论文
| 作者 | Wang SJ (Wang Shoujue) ; Liu SS (Liu Singsing) ; Cao WM (Cao Wenming) |
| 刊名 | advances in neural networks - isnn 2006
 |
| 出版日期 | 2006 |
| 卷号 | pt 1 3971期号:0页码:669-675 |
| 关键词 | BIOMIMETIC PATTERN-RECOGNITION |
| ISSN号 | 0302-9743 |
| 通讯作者 | wang, sj, chinese acad sci, inst semicond, artificial neural networks lab, pob 912, beijing 100083, peoples r china. e-mail: sstar2002@sina.com |
| 中文摘要 | 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. |
| 学科主题 | 半导体物理 |
| 收录类别 | SCI |
| 语种 | 英语 |
| 公开日期 | 2010-04-11 |
| 源URL | [http://ir.semi.ac.cn/handle/172111/10562]  |
| 专题 | 半导体研究所_中国科学院半导体研究所（2009年前） |
| 推荐引用方式 GB/T 7714 | Wang SJ ,Liu SS ,Cao WM . Research on multi-degree-of-freedom neurons with weighted graphs[J]. advances in neural networks - isnn 2006,2006,pt 1 3971(0):669-675. |
| APA | Wang SJ ,Liu SS ,&Cao WM .(2006).Research on multi-degree-of-freedom neurons with weighted graphs.advances in neural networks - isnn 2006,pt 1 3971(0),669-675. |
| MLA | Wang SJ ,et al."Research on multi-degree-of-freedom neurons with weighted graphs".advances in neural networks - isnn 2006 pt 1 3971.0(2006):669-675. |
入库方式： OAI收割
来源：半导体研究所
浏览0
下载0
收藏0
其他版本
除非特别说明，本系统中所有内容都受版权保护，并保留所有权利。