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MIXTURE STATES AND STORAGE WITH CORRELATED PATTERNS IN HOPFIELD'S MODEL

Authors :
W. K. Theumann
R. Erichsen
Source :
International Journal of Neural Systems. :347-353
Publication Year :
1991
Publisher :
World Scientific Pub Co Pte Lt, 1991.

Abstract

The Hopfield model of associative memory with the Hebb learning rule is studied for a finite number p of correlated patterns. The storage capacity α = P/N is considered in a network with further P − p embedded uncorrelated patterns, and the corresponding phase diagrams are exhibited. Numerical simulations are carried out to discuss the retrieval quality and the basins of attraction of the network.

Details

ISSN :
17936462 and 01290657
Database :
OpenAIRE
Journal :
International Journal of Neural Systems
Accession number :
edsair.doi...........961eda9885beb88d20f34000052f6526
Full Text :
https://doi.org/10.1142/s0129065791000388