Associative Memory with Dynamic Synapses
- 1 December 2002
- journal article
- Published by MIT Press in Neural Computation
- Vol. 14 (12) , 2903-2923
- https://doi.org/10.1162/089976602760805331
Abstract
We have examined a role of dynamic synapses in the stochastic Hopfield-like network behavior. Our results demonstrate an appearance of a novel phase characterized by quick transitions from one memory state to another. The network is able to retrieve memorized patterns corresponding to classical ferromagnetic states but switches between memorized patterns with an intermittent type of behavior. This phenomenon might reflect the flexibility of real neural systems and their readiness to receive and respond to novel and changing external stimuli.Keywords
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