文章基本信息

标题：Research on the performance of grid computing for distributed neural networks
本地全文：下载
作者：Bo Yang ; Ya-dong Wang ; Xiao-hong Su 等
期刊名称：International Journal of Computer Science and Network Security
印刷版ISSN：1738-7906
出版年度：2006
卷号：6
期号：4
页码：179-187
出版社：International Journal of Computer Science and Network Security
摘要：In this paper we report the first evaluation of cooperation computing for neural networks in distributed environment. Several performance-relevant factors are considered, including architecture of computing service, workflow and cooperation strategy. Evidence on basic processes and performance of such strategies of cooperation computing are reviewed. We also present a theoretical analysis of distributed-training strategies of neural networks for structure-distributed and data-distributed. The evaluation concludes by briefly considering selected open questions and emerging directions in construction of grid computing for distributed neural networks.
关键词：Artificial neural network, Grid computing, Cooperation strategy, Training algorithm, Performance evaluation