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A multilayer neural network. II: Stability of its learning processes - MaRDI portal

A multilayer neural network. II: Stability of its learning processes (Q1881916)

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scientific article; zbMATH DE number 2108469
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A multilayer neural network. II: Stability of its learning processes
scientific article; zbMATH DE number 2108469

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    A multilayer neural network. II: Stability of its learning processes (English)
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    18 October 2004
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    [For Part I see Autom. Remote Control 60, No. 10, Part 2, 1477--1483 (1999); translation from Avtom. Telemekh. 1999, No. 10, 136--143 (1999; Zbl 1058.93051), reviewed above.] A multilayer neural network is studied from the point of view of stability of the learning process. Sufficient conditions for the stability of the adjustment processes are derived by applying the apparatus of Lyapunov functions. Equivalent differential equations are constructed and the relationships between network parameters are determined.
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    multilayer neural network
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    stability
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    Lyapunov functions
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    learning process
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