Electrical and Electronic Engineering - Research Publications

Permanent URI for this collection

http://hdl.handle.net/11343/362

Filters

2007 1
1
Reset filters

Settings
Statistics
Citations
Author: GILSON, MATTHIEU × End date: 2007 × Start date: 2007 × Type: Journal Article × Subject: Artificial Intelligence and Image Processing ×

Search Results

Now showing 1 - 1 of 1
  • Item
    Thumbnail Image
    Spike-timing-dependent plasticity for neurons with recurrent connections
    Burkitt, AN ; Gilson, M ; van Hemmen, JL (SPRINGER, 2007-05)
    The dynamics of the learning equation, which describes the evolution of the synaptic weights, is derived in the situation where the network contains recurrent connections. The derivation is carried out for the Poisson neuron model. The spiking-rates of the recurrently connected neurons and their cross-correlations are determined self- consistently as a function of the external synaptic inputs. The solution of the learning equation is illustrated by the analysis of the particular case in which there is no external synaptic input. The general learning equation and the fixed-point structure of its solutions is discussed.