DocumentCode
416565
Title
A RPROP method with weight perturbation
Author
Wang, X.G. ; Sun, W.D. ; Tang, Z. ; Tamura, H. ; Ishii, M.
Author_Institution
Fac. of Eng., Toyama Univ., Japan
Volume
1
fYear
2003
fDate
4-6 Aug. 2003
Firstpage
634
Abstract
In this paper we present an improved ´resilient backpropagation´ method using weight perturbation technique. This method is designed to provide a very simple and effective means of searching the minima of objective function directly without any computation of derivative values. Therefore, it can be applied in hardware implementations easily. We test this algorithm on benchmark problems. For all problems, the systems were shown to train efficiently by our method.
Keywords
backpropagation; feedforward neural nets; benchmark problems; feedforward neural networks; hardware implementations; resilient backpropagation method; weight perturbation technique;
fLanguage
English
Publisher
ieee
Conference_Titel
SICE 2003 Annual Conference
Conference_Location
Fukui, Japan
Print_ISBN
0-7803-8352-4
Type
conf
Filename
1323443
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