Training algorithm design and weight convergence analysis for discrete-time recurrent neural networks

Mapping Intimacies ◽

10.32657/10356/53454 ◽

2013 ◽

Author(s):

Zhao Xu

Keyword(s):

Neural Networks ◽

Convergence Analysis ◽

Discrete Time ◽

Recurrent Neural Networks ◽

Algorithm Design ◽

Training Algorithm

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Robust Adaptive Gradient-Descent Training Algorithm for Recurrent Neural Networks in Discrete Time Domain

IEEE Transactions on Neural Networks ◽

10.1109/tnn.2008.2001923 ◽

2008 ◽

Vol 19 (11) ◽

pp. 1841-1853 ◽

Author(s):

Qing Song ◽

Yilei Wu ◽

Yeng Chai Soh

Keyword(s):

Neural Networks ◽

Discrete Time ◽

Time Domain ◽

Recurrent Neural Networks ◽

Gradient Descent ◽

Training Algorithm ◽

Robust Adaptive

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Modeling of nonlinear dynamic systems via discrete-time recurrent neural networks and variational training algorithm

2004 2nd International IEEE Conference on 'Intelligent Systems'. Proceedings (IEEE Cat. No.04EX791) ◽

10.1109/is.2004.1344645 ◽

2004 ◽

Author(s):

S.V. Minchev ◽

G.I. Venkov

Keyword(s):

Neural Networks ◽

Discrete Time ◽

Dynamic Systems ◽

Recurrent Neural Networks ◽

Nonlinear Dynamic ◽

Nonlinear Dynamic Systems ◽

Training Algorithm

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Convergence analysis of discrete time recurrent neural networks for linear variational inequality problem

Proceedings of the 2002 International Joint Conference on Neural Networks. IJCNN'02 (Cat. No.02CH37290) ◽

10.1109/ijcnn.2002.1007530 ◽

2003 ◽

Author(s):

H.J. Tang ◽

K.C. Tan ◽

Y. Zhang

Keyword(s):

Neural Networks ◽

Variational Inequality ◽

Convergence Analysis ◽

Discrete Time ◽

Recurrent Neural Networks ◽

Variational Inequality Problem ◽

Inequality Problem ◽

Linear Variational Inequality

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A delay-dependent LMI approach to dynamics analysis of discrete-time recurrent neural networks with time-varying delays

Physics Letters A ◽

10.1016/j.physleta.2007.03.088 ◽

2007 ◽

Vol 368 (1-2) ◽

pp. 134-145 ◽

Author(s):

Qiankun Song ◽

Zidong Wang

Keyword(s):

Neural Networks ◽

Discrete Time ◽

Recurrent Neural Networks ◽

Dynamics Analysis ◽

Time Varying ◽

Lmi Approach ◽

Delay Dependent

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Adaptive control of discrete-time nonlinear systems using recurrent neural networks

IEE Proceedings - Control Theory and Applications ◽

10.1049/ip-cta:19949976 ◽

1994 ◽

Vol 141 (3) ◽

pp. 169-176 ◽

Author(s):

L. Jin ◽

M.M. Gupta ◽

P.N. Nikiforuk

Keyword(s):

Neural Networks ◽

Adaptive Control ◽

Nonlinear Systems ◽

Discrete Time ◽

Recurrent Neural Networks

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Universal approximation using dynamic recurrent neural networks: discrete-time version

Proceedings of ICNN'95 - International Conference on Neural Networks ◽

10.1109/icnn.1995.488134 ◽

2002 ◽

Author(s):

Liang Jin ◽

M.M. Gupta ◽

P.N. Nikiforuk

Keyword(s):

Neural Networks ◽

Discrete Time ◽

Recurrent Neural Networks ◽

Universal Approximation

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Exponential Lagrange stability for impulses in discrete-time delayed recurrent neural networks

International Journal of Systems Science ◽

10.1080/00207721.2018.1543475 ◽

2018 ◽

Vol 50 (1) ◽

pp. 50-59

Author(s):

Wenlin Jiang ◽

Liangliang Li ◽

Zhengwen Tu ◽

Yuming Feng

Keyword(s):

Neural Networks ◽

Discrete Time ◽

Recurrent Neural Networks ◽

Lagrange Stability

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Improved upper bound on step-size parameters of discrete-time recurrent neural networks for linear inequality and equation system

IEEE Transactions on Circuits and Systems I Fundamental Theory and Applications ◽

10.1109/tcsi.2002.1001961 ◽

2002 ◽

Vol 49 (5) ◽

pp. 695-698 ◽

Author(s):

Xue-Bin Liang ◽

Shiu Kit Tso

Keyword(s):

Neural Networks ◽

Discrete Time ◽

Upper Bound ◽

Recurrent Neural Networks ◽

Linear Inequality ◽

Equation System ◽

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DISCRETE-TIME RECURRENT NEURAL NETWORKS AND ITS APPLICATION TO COMPRESSION OF INFRA-RED SPECTRUM

Neural Network World ◽

10.14311/nnw.2011.21.023 ◽

2011 ◽

Vol 21 (5) ◽

pp. 393-406

Author(s):

Leong-Kwan Li ◽

S. Shao

Keyword(s):

Neural Networks ◽

Discrete Time ◽

Recurrent Neural Networks ◽

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On designing state estimators for discrete-time recurrent neural networks with interval-like time-varying delays

Neurocomputing ◽

10.1016/j.neucom.2018.01.054 ◽

2018 ◽

Vol 286 ◽

pp. 67-74 ◽

Author(s):

Lili Liu ◽

Shihua Zhu ◽

Baowei Wu ◽

Yue-E Wang

Keyword(s):

Neural Networks ◽

Discrete Time ◽

Recurrent Neural Networks ◽

Time Varying ◽

State Estimators

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