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Construction and approximation rate for feedforward neural network operators with sigmoidal functions - MaRDI portal

Construction and approximation rate for feedforward neural network operators with sigmoidal functions (Q6591537)

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scientific article; zbMATH DE number 7900351
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Construction and approximation rate for feedforward neural network operators with sigmoidal functions
scientific article; zbMATH DE number 7900351

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    Construction and approximation rate for feedforward neural network operators with sigmoidal functions (English)
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    22 August 2024
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    The authors construct several classes of feedforward neural networks (FNNs) with a generalized sigmoidal function, and estimate the approximation rates for the constructed FNNs. The upper bounds of approximations are estimated with the aid of the modulus of continuity. The obtained results contain the corresponding results for FNNs consisting of some classical sigmoidal functions.
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    feedforward neural networks
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    approximation rate
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    sigmoidal function
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    modulus of continuity
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