Convergence of an Online Split-Complex Gradient Algorithm for Complex-Valued Neural Networks

The online gradient method has been widely used in training neural networks. We consider in this paper an online split-complex gradient algorithm for complex-valued neural networks. We choose an adaptive learning rate during the training procedure. Under certain conditions, by firstly showing the mo...

Full description

Bibliographic Details
Main Authors: Huisheng Zhang, Dongpo Xu, Zhiping Wang
Format: Article
Language:English
Published: Hindawi Limited 2010-01-01
Series:Discrete Dynamics in Nature and Society
Online Access:http://dx.doi.org/10.1155/2010/829692