Critical storage capacity of the J = ± 1 neural network
- 7 June 1989
- journal article
- Published by IOP Publishing in Journal of Physics A: General Physics
- Vol. 22 (11) , L519-L523
- https://doi.org/10.1088/0305-4470/22/11/012
Abstract
For neural networks in which the coupling Jij are allowed to take on the values Jij = 1 or Jij = -1, the authors determine numerically the critical storage capacity for random unbiased patterns as a function of the stability. They use an exact enumeration scheme based on the Gray code and a continuous distribution for the patterns to control finite-size effects. Results are presented for N ≤ 25; they indicate an optimal storage capacity of αc ≈ 0.82 (N → ∞).Keywords
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