• 综合
  • 标题
  • 关键词
  • 摘要
  • 学者
  • 期刊-刊名
  • 期刊-ISSN
  • 会议名称
搜索

作者:

Jiang, Nan (Jiang, Nan.) | Zhang, Zhao-Zhi (Zhang, Zhao-Zhi.)

收录:

EI Scopus PKU CSCD

摘要:

In order to scale the computational ability of a single multi-value multi-threshold neuron, this paper introduces two geometrical concepts: correlation and generalized spectrum. By using the correlation, we give the upper bound of the number of different output functions for a group of fixed input functions. By using the generalized spectrum, we give the lower bound of the number of input functions in order to realize arbitrary output functions. This lower bound is also the lower bound of the complexity of a three layer feedforward neural network with one hidden layer to realize arbitrary multi-valued functions.

关键词:

Correlation methods Feedforward neural networks Multilayer neural networks Network layers Neurons Spectrum analysis

作者机构:

  • [ 1 ] [Jiang, Nan]College of Computer Science, Beijing University of Technology, Beijing 100124, China
  • [ 2 ] [Zhang, Zhao-Zhi]Academy of Mathematics and Systems Science, Chinese Academy of Sciences, Beijing 100190, China

通讯作者信息:

电子邮件地址:

查看成果更多字段

相关关键词:

来源 :

Journal of Beijing University of Technology

ISSN: 0254-0037

年份: 2009

期: 4

卷: 35

页码: 549-554

被引次数:

WoS核心集被引频次: 0

SCOPUS被引频次:

ESI高被引论文在榜: 0 展开所有

万方被引频次:

中文被引频次:

近30日浏览量: 1

在线人数/总访问数:181/3603322
地址:北京工业大学图书馆(北京市朝阳区平乐园100号 邮编:100124) 联系我们:010-67392185
版权所有:北京工业大学图书馆 站点建设与维护:北京爱琴海乐之技术有限公司