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arxiv: cond-mat/9906274 · v2 · submitted 1999-06-17 · ❄️ cond-mat.dis-nn · cond-mat.stat-mech· q-bio

The Ashkin-Teller neural network near saturation

classification ❄️ cond-mat.dis-nn cond-mat.stat-mechq-bio
keywords modelashkin-tellernetworkneuralnumberparticularpatternsapproximation
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The thermodynamic and retrieval properties of the Ashkin-Teller neural network model storing an infinite number of patterns are examined in the replica-symmetric mean-field approximation. In particular, for linked patterns temperature-capacity phase diagrams are derived for different values of the two-neuron and four-neuron coupling strengths. This model can be considered as a particular non-trivial generalisation of the Hopfield model and exhibits a number of interesting new features. Some aspects of replica-symmetry breaking are discussed.

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