Self-control in Sparsely Coded Networks

Details Self-control in Sparsely Coded Networks Self-control in Sparsely Coded Networks

1998-01-26

arxiv.org/abs/cond-mat/9801273v1

Phys. Rev. Lett. 80, 2961-2964 (1998)

Physics

Condensed Matter

Statistical Mechanics

4 pages, 6 Postscript figures

Scientific paper

10.1103/PhysRevLett.80.2961

A complete self-control mechanism is proposed in the dynamics of neural networks through the introduction of a time-dependent threshold, determined in function of both the noise and the pattern activity in the network. Especially for sparsely coded models this mechanism is shown to considerably improve the storage capacity, the basins of attraction and the mutual information content of the network.

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