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Convergence Properties Analysis of Gradient Neural Network for Solving Online Linear Equations

โœ Scribed by Yu-Nong ZHANG; Zeng-Hai CHEN; Ke CHEN


Publisher
Elsevier
Year
2009
Weight
255 KB
Volume
35
Category
Article
ISSN
1874-1029

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Convergence analysis of online gradient
โœ Wei Wu; Jian Wang; Mingsong Cheng; Zhengxue Li ๐Ÿ“‚ Article ๐Ÿ“… 2011 ๐Ÿ› Elsevier Science ๐ŸŒ English โš– 297 KB

This paper considers a class of online gradient learning methods for backpropagation (BP) neural networks with a single hidden layer. We assume that in each training cycle, each sample in the training set is supplied in a stochastic order to the network exactly once. It is interesting that these sto