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
会议名称International Conference on Neural Networks and Brain (ICNN&B 2005)
会议录名称Proceedings of the 2005 International Conference on Neural Networks and Brain
页码Vols 1-3: 298-300
会议日期OCT 13-15, 2005
会议地点Beijing, PEOPLES R CHINA
出版地345 E 47TH ST, NEW YORK, NY 10017 USA
出版者IEEE
ISBN0-7803-9422-4
部门归属chinese acad sci, inst semicond, lab artificial neural networks, beijing 100083, peoples r china
摘要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.
学科领域人工智能
主办者China Neural Networks Council.; IEEE Computat Intelligence Soc, Beijing Chapter.; Chinese Inst Elect.; Chinese Assoc Artificial Intelligence.
收录类别CPCI-S
语种英语
文献类型会议论文
条目标识符http://ir.semi.ac.cn/handle/172111/9942
专题中国科学院半导体研究所(2009年前)
通讯作者Wang, SJ, Chinese Acad Sci, Inst Semicond, Lab Artificial Neural Networks, Beijing 100083, Peoples R China.
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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.
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