Convergence of BP Algorithm with Variable Learning Rates for FNN Training

Authors:
Hongmei Shao;Wei Wu
Affiliations:
Dalian University of Technology, China;Dalian University of Technology, China
Venue:
MICAI '06 Proceedings of the Fifth Mexican International Conference on Artificial Intelligence
Year:
2006

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Abstract

Convergence results are presented for the batch backpropagation algorithm with variable learning rates for training feedforward neural networks with a hidden layer. The monotonicity of the error function in the training iteration is also proved.