A simple procedure in back-propagation training

Chien Cheng Yu, Bin Da Liu

研究成果: Conference contribution

3 引文 斯高帕斯(Scopus)

摘要

The standard back-propagation (BP) algorithm for multilayer feedforward neural networks is basically a gradient-descent method, it has the problems of local minima and slow convergence. In this paper, a simple method based on the BP algorithm by employing an adaptive learning rate and momentum factor to reduce the training time is presented. Simulation results indicate a superior convergence speed as compared to other competing methods.

原文English
主出版物標題2001 International Conferences on Info-Tech and Info-Net
主出版物子標題A Key to Better Life, ICII 2001 - Proceedings
編輯Zhongzhi Shi, Hui Li, Y.X. Zhong
發行者Institute of Electrical and Electronics Engineers Inc.
頁面529-535
頁數7
ISBN(電子)0780370104, 9780780370104
DOIs
出版狀態Published - 2001
事件International Conferences on Info-Tech and Info-Net, ICII 2001 - Beijing, China
持續時間: 2001 10月 292001 11月 1

出版系列

名字2001 International Conferences on Info-Tech and Info-Net: A Key to Better Life, ICII 2001 - Proceedings
3

Other

OtherInternational Conferences on Info-Tech and Info-Net, ICII 2001
國家/地區China
城市Beijing
期間01-10-2901-11-01

All Science Journal Classification (ASJC) codes

  • 人工智慧
  • 電腦網路與通信
  • 電腦科學應用
  • 訊號處理
  • 地球科學電腦
  • 控制與系統工程
  • 儀器

指紋

深入研究「A simple procedure in back-propagation training」主題。共同形成了獨特的指紋。

引用此