文章基本信息

标题：Parallel Implementation on Improved Error Signal of Backpropagation Algorithm
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作者：Teh Noranis Mohd Aris ; Md. Nasir Sulaiman ; Mohd. Yazid Md. Saman 等
期刊名称：Malaysian Journal of Computer Science
印刷版ISSN：0127-9084
出版年度：2002
卷号：15
期号：2
出版社：University of Malaya * Faculty of Computer Science and Information Technology
摘要：Improved error signal of the backpropagation (BP) algorithm on single processors has shown a tremendous result compared to its counterpart [1]. Further study on the improved BP algorithm is carried out on many processors, which is implemented using the Sequent Symmetry SE30 machine. Data partitioning method, with columnwise block striped and batch mode weight updating strategy, is applied on the BP algorithms. Twentysix patterns consisting of uppercase letters from 'A' to 'Z' are tested in terms of speed and recognition rates. The parallel version of the BP algorithm produces good speedup as the numbers of processors are increased and a 100% recognition rate for trained and untrained data is achieved.
关键词：Standard BP; Improved BP; Mean Squared Error (MSE); Speedup; Data Partitioning; Columnwise Block Striped; Batch Mode Weight Updating