Diluted neural networks with adapting and correlated synapses

Details Diluted neural networks with adapting and correlated synapses Diluted neural networks with adapting and correlated synapses

2001-07-23

arxiv.org/abs/cond-mat/0107456v1

Physics

Condensed Matter

Disordered Systems and Neural Networks

6 pages, 3 figures. Accepted for publication in PRE

Scientific paper

10.1103/PhysRevE.64.052904

We consider the dynamics of diluted neural networks with clipped and adapting synapses. Unlike previous studies, the learning rate is kept constant as the connectivity tends to infinity: the synapses evolve on a time scale intermediate between the quenched and annealing limits and all orders of synaptic correlations must be taken into account. The dynamics is solved by mean-field theory, the order parameter for synapses being a function. We describe the effects, in the double dynamics, due to synaptic correlations.

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