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Global stability analysis in Hopfield neural networks - MaRDI portal

Global stability analysis in Hopfield neural networks (Q1431841)

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scientific article; zbMATH DE number 2073706
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Global stability analysis in Hopfield neural networks
scientific article; zbMATH DE number 2073706

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    Global stability analysis in Hopfield neural networks (English)
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    11 June 2004
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    This paper deals with Hopfield-type neural networks. Sufficient conditions for the global asymptotic stability of the equilibrium points of such networks are derived. For this reason, Lyapunov functions are constructed by using M-matrices and without assuming boundedness, monotonicity and differentiability of the activation functions.
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    neural network
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    global asymptotic stability
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    M-matrix
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