期刊名称:The International Arab Journal of Information Technology
印刷版ISSN:1683-3198
出版年度:2006
卷号:3
期号:1
出版社:Zarqa Private University
摘要:This paper introduces a new algorithm to reduce the time of updating the weights of auto-association multilayer perceptrons network. The basic idea is to modify the singular value decomposition which has been used in the batch algorithm to update the weights whenever a new row is added to the input matrix. The computation analysis and the experiments show that the new algorithm speeds up the implementation about 5-8 times.
关键词:Neural networks; auto-association multilayer perceptrons; singular value decomposition