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Neural Computation

July 1995, Vol. 7, No. 4, Pages 706-712
(doi: 10.1162/neco.1995.7.4.706)
© 1995 Massachusetts Institute of Technology
Time-Skew Hebb Rule in a Nonisopotential Neuron
Article PDF (314.6 KB)
Abstract

In an isopotential neuron with rapid response, it has been shown that the receptive fields formed by Hebbian synaptic modulation depend on the principal eigenspace of Q(0), the input autocorrelation matrix, where Qij(τ) = ⟨ξi(τ) ξj(tT)⟩ and ξi(t) is the input to synapse i at time t (Oja 1982). We relax the assumption of isopotentiality, introduce a time-skewed Hebb rule, and find that the dynamics of synaptic evolution are determined by the principal eigenspace of . This matrix is defined by , where Kij(τ) is the neuron's voltage response to a unit current injection at synapse j as measured τ seconds later at synapse i, and ψi(τ) is the time course of the opportunity for modulation of synapse i following the arrival of a presynaptic action potential.