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Convergence time in Hopfield network

Authors: A.A. Frolov; D. Husek;

Convergence time in Hopfield network

Abstract

Convergence time in Hopfield attractor neural network with parallel dynamics is investigated by computer simulation of networks of extremely large size (up to the number of neurons N=10/sup 5/). A special algorithm is used to avoid storage in the computer memory of both connection matrix and the set of stored prototypes. Thus, the size of the simulated network is restricted only by the processing time. It is shown that asymptotically for N/spl rarr//spl infin/ the number of time steps S which are required to reach the attractor in the vicinity of the recalled prototype is proportional to N/sup /spl gamma// where power index /spl gamma//spl Lt/1.

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average
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