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Convergence Theory for Unified Discrete-Time RNNs with Quasi-Symmetric Connection

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Abstract:

This paper presents the global convergence theory of the discrete-time uniform pseudo projection anti-monotone network with the quasi–symmetric matrix, which removes the connection matrix constraints. The theory widens the range of applications of the discrete–time uniform pseudo projection anti–monotone network and is valid for many kinds of discrete recurrent neural network models.

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Periodical:

Applied Mechanics and Materials (Volume 538)

Pages:

167-170

DOI:

https://doi.org/10.4028/www.scientific.net/AMM.538.167

Citation:

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Online since:

April 2014

Authors:

Hui Zhong Mao*, Chen Qiao, Wen Feng Jing, Xi Chen, Jin Qin Mao

Keywords:

Convergence, Critical Condition, Quasi-Symmetric Matrix, Uniform Pseudo Projection Anti-Monotone Net

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© 2014 Trans Tech Publications Ltd. All Rights Reserved

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References

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