On the effect of synaptic fluctuations during retrieval processes in neural network models

Citation
Jj. Torres et al., On the effect of synaptic fluctuations during retrieval processes in neural network models, COMP PHYS C, 122, 1999, pp. 98-102
Citations number
9
Categorie Soggetti
Physics
Journal title
COMPUTER PHYSICS COMMUNICATIONS
ISSN journal
00104655 → ACNP
Volume
122
Year of publication
1999
Pages
98 - 102
Database
ISI
SICI code
0010-4655(199909/10)122:<98:OTEOSF>2.0.ZU;2-Q
Abstract
We studied stochastic neural network models in which, in addition to long t erm learning, fast fluctuations of the synaptic intensities occur so that t he neuron activity update takes place assuming a set of synaptic intensitie s taken at random from a given distribution. The influence of this distribu tion on the performance of the retrieval process and on the general behavio r of the network is discussed. (C) 1999 Elsevier Science B.V. All rights re served.