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Structural Synthesis of Modular Weakly Connected Neural Networks. II. Nuclear Neural Networks

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Abstract

The simplest modular neural network is investigated, in which each module is a single-layer perceptron (a neural kernel). Numerical indices of quality by the criteria of operating speed and plasticity are proposed to characterize structural properties of nuclear neural networks. Based on the indices introduced, optimum procedures of structural synthesis are constructed.

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Dorogov, A.Y. Structural Synthesis of Modular Weakly Connected Neural Networks. II. Nuclear Neural Networks. Cybernetics and Systems Analysis 37, 470–477 (2001). https://doi.org/10.1023/A:1012717318251

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  • DOI: https://doi.org/10.1023/A:1012717318251

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