Random walks for spike-timing-dependent plasticity

Alan Williams, Todd K. Leen, Patrick D. Roberts

Research output: Contribution to journalArticle

4 Scopus citations

Abstract

The moments of negative image equilibrium distributions in synaptic weight dynamics governed by spike-dependent plasticity, were calculated using random walk methods. From the master equation of the random walk, a differential equation was derived for the Fourier transform of the equilibrium weight distribution. Implicit expressions were derived for all moments of the equilibrium weight distribution. Explicit closed form solutions were developed for the covariance of the synaptic weight and postsynaptic potential distributions.

Original languageEnglish (US)
Article number021916
JournalPhysical Review E - Statistical, Nonlinear, and Soft Matter Physics
Volume70
Issue number2 1
DOIs
Publication statusPublished - Aug 2004

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ASJC Scopus subject areas

  • Physics and Astronomy(all)
  • Condensed Matter Physics
  • Statistical and Nonlinear Physics
  • Mathematical Physics

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