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Maximum Storage Capacity in Neural Networks

Europhysics Letters (EPL) · 1987 · Vol. 4(4) · pp. 481–485
E. Gardner

Abstract

The upper storage capacity of a neural network for patterns of fixed magnetization m is calculated. The optimal capacity increases with the correlation m2 between the patterns.

Neural Networks and ApplicationsTheoretical and Computational PhysicsModel Reduction and Neural NetworksArtificial neural networkComputer scienceMathematicsArtificial intelligence
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352
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28.44
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References
Solvable Model of a Spin-Glass
Physical Review Letters · 1975 · 4,214 citations
Statistical mechanics of neural networks near saturation
Annals of Physics · 1987 · 855 citations
Spin-glass models of neural networks
Physical review. A, General physics · 1985 · 1,204 citations
Neural networks and physical systems with emergent collective computational abilities.
Proceedings of the National Academy of Sciences · 1982 · 19,120 citations
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