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Author:

Cao FeiLong (Cao FeiLong.) | Zhang YongQuan (Zhang YongQuan.) | Xu ZongBen (Xu ZongBen.) (Scholars:徐宗本)

Indexed by:

SCIE Scopus

Abstract:

Let SF(d) and Pi(phi,n,d) = {Sigma(n)(j=1)b(j)phi(omega j.x+theta j) :b(j),theta(j)is an element of R,omega(j)is an element of R(d)} be the set of periodic and Lebesgue's square-integrable functions and the set of feedforward neural network (FNN) functions, respectively. Denote by dist (SF(d), Pi(phi,n,d)) the deviation of the set SF(d) from the set pi(phi,n,d). A main purpose of this paper is to estimate the deviation. In particular, based on the Fourier transforms and the theory of approximation, a lower estimation for dist (SF(d), Pi(phi,n,d)) is proved. That is, dist(SF(d),Pi(phi,n,d)) >= C/(nlog(2)(n))(1/2). The obtained estimation depends only on the number of neuron in the hidden layer, and is independent of the approximated target functions and dimensional number of input. This estimation also reveals the relationship between the approximation rate of FNNs and the topology structure of hidden layer.

Keyword:

approximation feedforward neural networks lower rate topology structure of hidden layer

Author Community:

  • [ 1 ] [Cao FeiLong] China Jiliang Univ, Coll Sci, Hangzhou 310018, Peoples R China
  • [ 2 ] [Zhang YongQuan; Xu ZongBen] Xi An Jiao Tong Univ, Inst Informat & Syst Sci, Xian 710049, Peoples R China

Reprint Author's Address:

  • China Jiliang Univ, Coll Sci, Hangzhou 310018, Peoples R China.

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Source :

SCIENCE IN CHINA SERIES F-INFORMATION SCIENCES

ISSN: 1009-2757

Year: 2009

Issue: 8

Volume: 52

Page: 1321-1327

0 . 3 8 7

JCR@2009

0 . 6 5 6

JCR@2011

JCR Journal Grade:4

Cited Count:

WoS CC Cited Count: 0

SCOPUS Cited Count: 2

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 6

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