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Author:

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

Indexed by:

EI Scopus PKU CSCD

Abstract:

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.

Keyword:

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

Author Community:

  • [ 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

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Source :

Journal of Beijing University of Technology

ISSN: 0254-0037

Year: 2009

Issue: 4

Volume: 35

Page: 549-554

Cited Count:

WoS CC Cited Count:

SCOPUS Cited Count:

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 8

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