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Dynamical neural network architecture for continuous learning - MaRDI portal

Dynamical neural network architecture for continuous learning (Q2770461)

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scientific article; zbMATH DE number 1703381
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Dynamical neural network architecture for continuous learning
scientific article; zbMATH DE number 1703381

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    10 February 2002
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    neural network
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    continuous learning
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    algorithm ICE
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    Dynamical neural network architecture for continuous learning (English)
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    An incremental construction algorithm ICE for continuous learning tasks for neural network is developed. The main advantages of the ICE-algorithm are: 1) the number of RBF-neurons and the number of local models of the hybrid network have not to be determined in advance (an important feature for fast initial learning); 2) the ability to simultaneously learn the target function and a confidence value for the network output. Finally a special version of the ICE-algorithm with asymmetric receptive fields is introduced. Similarities to fuzzy logic are intended.
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