Paper Title:
An Optimizing Method of Competitive Neural Network
  Abstract

This paper presents an optimizing method of competitive neural network(CNN):During clustering analysis fixed on the optimum number of output neurons according to the change of DB value,and then adjusted connected weight including increasing ,dividing , delete. Each neuron had the different variety trend of learning rate according with the change of the probability of neurons. The optimizing method made classification more accurate. Simulation results showed that optimized network structure had a strong ability to adjust the number of clusters dynamically and good results of classification.

  Info
Periodical
Key Engineering Materials (Volumes 467-469)
Edited by
Dehuai Zeng
Pages
894-899
DOI
10.4028/www.scientific.net/KEM.467-469.894
Citation
H. Men, H. Y. Liu, L. Wang, Y. P. Pan, "An Optimizing Method of Competitive Neural Network", Key Engineering Materials, Vols. 467-469, pp. 894-899, 2011
Online since
February 2011
Export
Price
$32.00
Share

In order to see related information, you need to Login.

In order to see related information, you need to Login.

Authors: Hui Zhen Yang, Wen Guang Zhao, Wei Chen, Xu Quan Chen
Chapter 8: System Modeling and Simulation
Abstract:Wavelet Neural Network (WNN) is a new form of neural network combined with the wavelet theory and artificial neural network. The wavelet...
4847
Authors: Chi Xu, Jin Chen
Chapter 8: Nanomaterials and Nanomanufacturing
Abstract:This paper describes in Using Self-Organizing Map (SOM) neural networks and its auto-clustering ability to study intrusion detection. The...
1479
Authors: Dong Qiu, Ying Ying Fu, Xiao Bo Wang
Chapter 1: Material Science and Engineering
Abstract:An intelligent algorithm of energy analysis was put forward based on statistical data of Sinosteel Jilin ferroalloy Co., Ltd. Momentum BP...
171
Authors: Hai Ping Liu, Zhi Jun Chen
Chapter 6: Communication and Network
Abstract:Improvement of government performance is always the fundamental goals and the fundamental value that the public administration pursues....
1141
Authors: Nan Lan Wang, Ming Shan Cai
Chapter 20: Detection and Control Technology
Abstract:This paper improves the simple genetic algorithm and combines genetic algorithm with BP algorithm to the wavelet neural network in the power...
2623