中国科学院机构知识库网格
Chinese Academy of Sciences Institutional Repositories Grid
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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