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Author:

Liu, Wei-Guo (Liu, Wei-Guo.) | Yong, Lin (Yong, Lin.) | Huang, Yong-Xuan (Huang, Yong-Xuan.)

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Scopus SCOPUS

Abstract:

This paper is concerned with improving the learning efficiency and stability of neural network. An alternating algorithm is presented for training process. The method is divided into two stages. First, the gradient method is applied. Then the bisection technique is used. The convergence has been proved for the proposed method. So, the stable distribution of weights can be reached. Compared with standard gradient method, the oscillating divergent phenomenon is avoided.

Keyword:

Bisection technique Gradient method Neural network

Author Community:

  • [ 1 ] [Huang, Yong-Xuan]Xi'an Jiaotong University, School of Electronics and Information Engineering,Xi'an,China

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Source :

Proceedings of 2002 International Conference on Machine Learning and Cybernetics

Year: 2002

Publish Date: 2002-12-01

Volume: 2

Page: 760-762

Language: English

Cited Count:

WoS CC Cited Count: 1

SCOPUS Cited Count:

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 2

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