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| The structure and function of neurons with variable nonlinear transfer function | |
| Wang, SJ; Liu, YY; Wang, SJ, Chinese Acad Sci, Inst Semicond, Lab Artificial Neural Networks, Beijing 100083, Peoples R China. | |
| 2005 | |
| Conference Name | International Conference on Neural Networks and Brain (ICNN&B 2005) |
| Source Publication | Proceedings of the 2005 International Conference on Neural Networks and Brain |
| Pages | Vols 1-3: 298-300 |
| Conference Date | OCT 13-15, 2005 |
| Conference Place | Beijing, PEOPLES R CHINA |
| Publication Place | 345 E 47TH ST, NEW YORK, NY 10017 USA |
| Publisher | IEEE |
| ISBN | 0-7803-9422-4 |
| metadata_83 | chinese acad sci, inst semicond, lab artificial neural networks, beijing 100083, peoples r china |
| Abstract | One novel neuron with variable nonlinear transfer function is firstly proposed, It could also be called as subsection transfer function neuron. With different transfer function components, by virtue of multi-thresholded, the variable transfer function neuron switch on among different nonlinear excitated state. And the comparison of output's transfer characteristics between it and single-thresholded neuron will be illustrated, with some practical application experiments on Bi-level logic operation, at last the simple comparison with conventional BP, RBF, and even DBF NN is taken to expect the development foreground on the variable neuron.. The novel nonlinear transfer function neuron could implement the random nonlinear mapping relationship between input layer and output layer, which could make variable transfer function neuron have one much wider applications on lots of reseach realm such as function approximation pattern recognition data compress and so on. |
| Subject Area | 人工智能 |
| Funding Organization | China Neural Networks Council.; IEEE Computat Intelligence Soc, Beijing Chapter.; Chinese Inst Elect.; Chinese Assoc Artificial Intelligence. |
| Indexed By | CPCI-S |
| Language | 英语 |
| Document Type | 会议论文 |
| Identifier | http://ir.semi.ac.cn/handle/172111/9942 |
| Collection | 中国科学院半导体研究所（2009年前） |
| Corresponding Author | Wang, SJ, Chinese Acad Sci, Inst Semicond, Lab Artificial Neural Networks, Beijing 100083, Peoples R China. |
| Recommended Citation GB/T 7714 | Wang, SJ,Liu, YY,Wang, SJ, Chinese Acad Sci, Inst Semicond, Lab Artificial Neural Networks, Beijing 100083, Peoples R China.. The structure and function of neurons with variable nonlinear transfer function[C]. 345 E 47TH ST, NEW YORK, NY 10017 USA:IEEE,2005:Vols 1-3: 298-300. |
| Files in This Item: | ||||||
| File Name/Size | DocType | Version | Access | License | ||
| 2353.pdf（495KB） | 限制开放 | -- | Application Full Text | |||
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