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APPROACHES ON ATTRACTION CHARACTORISTICS OF A KIND OF DISCRETE HOPFIELD NETWORKS
一类离散Hopfield网络的吸引特性研究

Keywords: Discrete Hopfield network,n-cube,Attraction state/attraction cycle,Attraction structure,Attraction diameter
离散Hopfield网络
,神经网络,吸引特性,吸引子/吸引环

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Abstract:

This paper studies the attraction characteristics of a kind of symmetric discrete Hopfield neural networks, the network with ri-cube as its structure and connection situation, called n-cube network. The structure of the attraction states/cycles and their attraction diameters are explored. The result is that the attraction region is of same size and so is the attraction diameters for the attraction states/cycles with same attraction structure. Furthermore, the above result is extended to a more general asymmetric discrete Hopfield network and the conditions for the network to be (or partially to be) with the same attraction states/cycles as those of n-cube network are studied, and its attraction diameters are presented.

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