avoiding the local minima problem in backpropagation algorithm with modified error function
文献类型：期刊论文
| 作者 | Bi WX ; Wang XG ; Tang Z ; Tamura H |
| 刊名 | IEICE TRANSACTIONS ON FUNDAMENTALS OF ELECTRONICS COMMUNICATIONS AND COMPUTER SCIENCES
 |
| 出版日期 | 2005 |
| 卷号 | E88A期号:12页码:3645-3653 |
| 关键词 | 办公自动化,OA生态系统,开放标准,自主软件backpropagation learning local minima modified error function |
| ISSN号 | 0916-8508 |
| 中文摘要 | 本文简要总结了办公自动化OA的相关概念,在此基础上,从生态系统角度分析了OA的特征。基于OA生态系统发展,详细分析了长风联盟的目标、产业链构成、产业链运营等关键问题。 |
| 学科主题 | Computer Science, Hardware & Architecture; Computer Science, Information Systems; Engineering, Electrical & Electronic |
| 收录类别 | SCI ; ACM ; CNKI ; EI |
| 语种 | 英语 |
| 公开日期 | 2011-07-28 |
| 附注 | One critical "drawback" of the backpropagation algorithm is the local minima problem. We have noted that the local minima problem in the backpropagation algorithm is usually caused by update disharmony between weights connected to the hidden layer and the output layer. To solve this kind of local minima problem, we propose a modified error function with two terms. By adding one term to the conventional error function., the modified error function can harmonize the update of weights connected to the hidden layer and those connected to the output layer. Thus, it can avoid the local minima problem caused by such disharmony. Simulations on some benchmark problems and a real classification task have been performed to test the validity of the modified error function. |
| 源URL | [http://124.16.136.157/handle/311060/12512]  |
| 专题 | 软件研究所_软件所图书馆_期刊论文 |
| 推荐引用方式 GB/T 7714 | Bi WX,Wang XG,Tang Z,et al. avoiding the local minima problem in backpropagation algorithm with modified error function[J]. IEICE TRANSACTIONS ON FUNDAMENTALS OF ELECTRONICS COMMUNICATIONS AND COMPUTER SCIENCES,2005,E88A(12):3645-3653. |
| APA | Bi WX,Wang XG,Tang Z,&Tamura H.(2005).avoiding the local minima problem in backpropagation algorithm with modified error function.IEICE TRANSACTIONS ON FUNDAMENTALS OF ELECTRONICS COMMUNICATIONS AND COMPUTER SCIENCES,E88A(12),3645-3653. |
| MLA | Bi WX,et al."avoiding the local minima problem in backpropagation algorithm with modified error function".IEICE TRANSACTIONS ON FUNDAMENTALS OF ELECTRONICS COMMUNICATIONS AND COMPUTER SCIENCES E88A.12(2005):3645-3653. |
入库方式： OAI收割
来源：软件研究所
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