Steadystates in an iterative model for multiplicativespike-timing-dependent plasticity

JE Rubin - Network: Computation in Neural Systems, 2001 - iopscience.iop.org
Recent experimental evidence suggests that synaptic plasticity depends on the precise
timing of pre-and post-synaptic activity. In this paper, an iterative model for a multiplicative …

Spike-timing-dependent plasticity: the relationship to rate-based learning for models with weight dynamics determined by a stable fixed point

AN Burkitt, H Meffin, DB Grayden - Neural Computation, 2004 - direct.mit.edu
Experimental evidence indicates that synaptic modification depends on the timing
relationship between the presynaptic inputs and the output spikes that they generate. In this …

Reducing the variability of neural responses: A computational theory of spike-timing-dependent plasticity

SM Bohte, MC Mozer - Neural computation, 2007 - ieeexplore.ieee.org
Experimental studies have observed synaptic potentiation when a presynaptic neuron fires
shortly before a postsynaptic neuron and synaptic depression when the presynaptic neuron …

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 …

Spike-timing-dependent plasticity and relevant mutual information maximization

G Chechik - Neural computation, 2003 - ieeexplore.ieee.org
Synaptic plasticity was recently shown to depend on the relative timing of the pre-and
postsynaptic spikes. This article analytically derives a spike-dependent learning rule based …

A calcium-based simple model of multiple spike interactions in spike-timing-dependent plasticity

T Uramoto, H Torikai - Neural computation, 2013 - direct.mit.edu
Spike-timing-dependent plasticity (STDP) is a form of synaptic modification that depends on
the relative timings of presynaptic and postsynaptic spikes. In this letter, we proposed a …

Reducing spike train variability: A computational theory of spike-timing dependent plasticity

S Bohte, MC Mozer - Advances in neural information …, 2004 - proceedings.neurips.cc
Experimental studies have observed synaptic potentiation when a presynaptic neuron fires
shortly before a postsynaptic neuron, and synaptic depression when the presynaptic neuron …

Emergence of network structure due to spike-timing-dependent plasticity in recurrent neuronal networks. II. Input selectivity—symmetry breaking

M Gilson, AN Burkitt, DB Grayden, DA Thomas… - Biological …, 2009 - Springer
Spike-timing-dependent plasticity (STDP) is believed to structure neuronal networks by
slowly changing the strengths (or weights) of the synaptic connections between neurons …

STDP in recurrent neuronal networks

M Gilson, A Burkitt, JL van Hemmen - Frontiers in computational …, 2010 - frontiersin.org
Recent results about spike-timing-dependent plasticity (STDP) in recurrently connected
neurons are reviewed, with a focus on the relationship between the weight dynamics and …

Emergence of network structure due to spike-timing-dependent plasticity in recurrent neuronal networks. I. Input selectivity–strengthening correlated input pathways

M Gilson, AN Burkitt, DB Grayden, DA Thomas… - Biological …, 2009 - 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 …