Research on multi-degree-of-freedom neurons with weighted graphs
文献类型：会议论文
| 作者 | Wang SJ (Wang Shoujue) ; Liu SS (Liu Singsing) ; Cao WM (Cao Wenming) |
| 出版日期 | 2006 |
| 会议名称 | 3rd international symposium on neural networks (issn 2006) |
| 会议日期 | may 28-31, 2006 |
| 会议地点 | chengdu, peoples r china |
| 关键词 | BIOMIMETIC PATTERN-RECOGNITION |
| 页码 | pt 1 3971: 669-675 part 1 |
| 通讯作者 | wang, sj, chinese acad sci, inst semicond, artificial neural networks lab, pob 912, beijing 100083, peoples r china. 电子邮箱地址: 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. |
| 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.; zhangdi于2010-03-29批量导入; zhangdi于2010-03-29批量导入; univ electr sci & technol china.; chinese univ hong kong.; asia pacific neural network assembly.; european neural network soc.; ieee circuits & syst soc.; ieee computat intelligence soc.; int neural network soc.; natl nat sci fdn china.; kc wong educ fdn hong kong.; chinese acad sci, inst semicond, artificial neural networks lab, beijing 100083, peoples r china; zhejiang univ technol, informat engn coll, inst intelligent informat syst, hangzhou 310032, peoples r china |
| 收录类别 | 其他 |
| 会议主办者 | univ electr sci & technol china.; chinese univ hong kong.; asia pacific neural network assembly.; european neural network soc.; ieee circuits & syst soc.; ieee computat intelligence soc.; int neural network soc.; natl nat sci fdn china.; kc wong educ fdn hong kong. |
| 会议录 | advances in neural networks - isnn 2006丛书标题: lecture notes in computer science
 |
| 会议录出版者 | springer-verlag berlin ; heidelberger platz 3, d-14197 berlin, germany |
| 学科主题 | 人工智能 |
| 会议录出版地 | heidelberger platz 3, d-14197 berlin, germany |
| 语种 | 英语 |
| ISSN号 | 0302-9743 |
| ISBN号 | 3-540-34439-x |
| 源URL | [http://ir.semi.ac.cn/handle/172111/10016]  |
| 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[C]. 见:3rd international symposium on neural networks (issn 2006). chengdu, peoples r china. may 28-31, 2006. |
入库方式： OAI收割
来源：半导体研究所
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