Associative memory on a small-world neural network

作者:Morelli LG*; Abramson G; Kuperman MN
来源:European Physical Journal B, 2004, 38(3): 495-500.
DOI:10.1140/epjb/e2004-00144-7

摘要

We study a model of associative memory based on a neural network with small-world structure. The efficacy of the network to retrieve one of the stored patterns exhibits a phase transition at a, finite value of the disorder. The more ordered networks are unable to recover the patterns, and are always attracted to non-symmetric mixture states. Besides, for a range of the number of stored patterns, the efficacy has a maximum at an intermediate value of the disorder. We also give a statistical characterization of the spurious attractors for all values of the disorder of the network.

  • 出版日期2004-4