Short-term synaptic plasticity and network behavior

WM Kistler, JL Hemmen - Neural computation, 1999 - direct.mit.edu
We develop a minimal time-continuous model for use-dependent synaptic short-term
plasticity that can account for both short-term depression and short-term facilitation. It is …

Computational consequences of experimentally derived spike-time and weight dependent plasticity rules

D Standage, S Jalil, T Trappenberg - Biological cybernetics, 2007 - Springer
We present two weight-and spike-time dependent synaptic plasticity rules consistent with the
physiological data of Bi and Poo (J Neurosci 18: 10464–10472, 1998). One rule assumes …

Kinetic models of spike-timing dependent plasticity and their functional consequences in detecting correlations

Q Zou, A Destexhe - Biological cybernetics, 2007 - Springer
Spike-timing dependent plasticity (STDP) is a type of synaptic modification found relatively
recently, but the underlying biophysical mechanisms are still unclear. Several models of …

Spatiotemporal learning in analog neural networks using spike-timing-dependent synaptic plasticity

M Yoshioka, S Scarpetta, M Marinaro - … E—Statistical, Nonlinear, and Soft Matter …, 2007 - APS
Incorporating the spike-timing-dependent synaptic plasticity (STDP) into a learning rule, we
study spatiotemporal learning in analog neural networks. First, we study learning of a finite …

Mechanisms and significance of spike-timing dependent plasticity

UR Karmarkar, MT Najarian, DV Buonomano - Biological cybernetics, 2002 - Springer
Hebb's original postulate left two important issues unaddressed:(i) what is the effective time
window between pre-and postsynaptic activity that will result in potentiation? and (ii) what is …

Emergence of network structure due to spike-timing-dependent plasticity in recurrent neuronal networks V: self-organization schemes and weight dependence

M Gilson, AN Burkitt, DB Grayden, DA Thomas… - Biological …, 2010 - Springer
Spike-timing-dependent plasticity (STDP) determines the evolution of the synaptic weights
according to their pre-and post-synaptic activity, which in turn changes the neuronal activity …

A phenomenological calcium-based model of STDP

RC Gerkin, GQ Bi, JE Rubin - Hippocampal Microcircuits: A Computational …, 2010 - Springer
Activity-dependent synaptic plasticity is believed to underlie functional reconfiguration of
neuronal circuits, which in turn serves as the biological substrate of higher brain functions …

Voltage and spike timing interact in STDP–a unified model

C Clopath, W Gerstner - Frontiers in synaptic neuroscience, 2010 - frontiersin.org
A phenomenological model of synaptic plasticity is able to account for a large body of
experimental data on spike-timing-dependent plasticity (STDP). The basic ingredient of the …

The trouble with weight-dependent STDP

D Standage, T Trappenberg - 2007 International Joint …, 2007 - ieeexplore.ieee.org
We fit a weight-dependent STDP rule to the classic data of Bi and Poo (1998), showing that
this rule leads to slow learning in a simulation with an integrate-and-fire neuron. The …

Spike timing-dependent plasticity of neural circuits

Y Dan, M Poo - Neuron, 2004 - cell.com
Recent findings of spike timing-dependent plasticity (STDP) have stimulated much interest
among experimentalists and theorists. Beyond the traditional correlation-based Hebbian …