Biomimetic pattern recognition theory and its applications
文献类型：期刊论文
| 作者 | Wang, SJ; Zhao, XT |
| 刊名 | Chinese journal of electronics
 |
| 出版日期 | 2004-07-01 |
| 卷号 | 13期号:3页码:373-377 |
| 关键词 | Pattern recognition Biomimetic Neural network Hyper sausage neuron |
| ISSN号 | 1022-4653 |
| 通讯作者 | Wang, sj(wsjue@red.semi.ac.cn) |
| 英文摘要 | Biomimetic pattern recogntion (bpr), which is based on "cognition" instead of "classification", is much closer to the function of human being. the basis of bpr is the principle of homology-continuity (phc), which means the difference between two samples of the same class must be gradually changed. the aim of bpr is to find an optimal covering in the feature space, which emphasizes the "similarity" among homologous group members, rather than "division" in traditional pattern recognition. some applications of bpr are surveyed, in which the results of bpr are much better than the results of support vector machine. a novel neuron model, hyper sausage neuron (hsn), is shown as a kind of covering units in bpr. the mathematical description of hsn is given and the 2-dimensional discriminant boundary of hsn is shown. in two special cases, in which samples are distributed in a line segment and a circle, both the hsn networks and rbf networks are used for covering. the results show that hsn networks act better than rbf networks in generalization, especially for small sample set, which are consonant with the results of the applications of bpr. and a brief explanation of the hsn networks' advantages in covering general distributed samples is also given. |
| WOS研究方向 | Engineering |
| WOS类目 | Engineering, Electrical & Electronic |
| 语种 | 英语 |
| WOS记录号 | WOS:000223057400001 |
| 出版者 | TECHNOLOGY EXCHANGE LIMITED HONG KONG |
| URI标识 | http://www.irgrid.ac.cn/handle/1471x/2429407 |
| 专题 | 半导体研究所 |
| 通讯作者 | Wang, SJ |
| 作者单位 | Chinese Acad Sci, Inst Semicond, Lab Artificial Neural Networks, Beijing 100083, Peoples R China |
| 推荐引用方式 GB/T 7714 | Wang, SJ,Zhao, XT. Biomimetic pattern recognition theory and its applications[J]. Chinese journal of electronics,2004,13(3):373-377. |
| APA | Wang, SJ,&Zhao, XT.(2004).Biomimetic pattern recognition theory and its applications.Chinese journal of electronics,13(3),373-377. |
| MLA | Wang, SJ,et al."Biomimetic pattern recognition theory and its applications".Chinese journal of electronics 13.3(2004):373-377. |
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来源：半导体研究所
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