Biophysical and phenomenological models of multiple spike interactions in spike-timing dependent plasticity

Int J Neural Syst. 2006 Apr;16(2):79-97. doi: 10.1142/S0129065706000524.

Abstract

Spike-timing dependent plasticity (STDP) is a form of associative synaptic modification which depends on the respective timing of pre- and post-synaptic spikes. The biophysical mechanisms underlying this form of plasticity are currently not known. We present here a biophysical model which captures the characteristics of STDP, such as its frequency dependency, and the effects of spike pair or spike triplet interactions. We also make links with other well-known plasticity rules. A simplified phenomenological model is also derived, which should be useful for fast numerical simulation and analytical investigation of the impact of STDP at the network level.

Publication types

  • Research Support, Non-U.S. Gov't

MeSH terms

  • Action Potentials / physiology*
  • Animals
  • Biophysics / methods*
  • Computer Simulation
  • Models, Neurological*
  • Neuronal Plasticity / physiology*
  • Neurons / physiology
  • Synapses / physiology