A model of STDP based on spatially and temporally local information: Derivation and combination with gated decay

A Gorchetchnikov, M Versace, ME Hasselmo - Neural Networks, 2005 - Elsevier
Temporal relationships between neuronal firing and plasticity have received significant
attention in recent decades. Neurophysiological studies have shown the phenomenon of …

Spatially and temporally local spike-timing-dependent plasticity rule

A Gorchetchnikov, M Versace… - … 2005 IEEE International …, 2005 - ieeexplore.ieee.org
Recent neurophysiological research has focused on the temporal relationships between
neuronal firing and plasticity, and has shown the phenomenon of spike-timing-dependent …

Neurons tune to the earliest spikes through STDP

R Guyonneau, R VanRullen, SJ Thorpe - Neural Computation, 2005 - direct.mit.edu
Spike timing-dependent plasticity (STDP) is a learning rule that modifies the strength of a
neuron's synapses as a function of the precise temporal relations between input and output …

Synaptic modifications depend on synapse location and activity: a biophysical model of STDP

A Saudargiene, B Porr, F Wörgötter - Biosystems, 2005 - Elsevier
In spike-timing-dependent plasticity (STDP) the synapses are potentiated or depressed
depending on the temporal order and temporal difference of the pre-and post-synaptic …

Modified STDP triplet rule significantly increases neuron training stability in the learning of spatial patterns

D Krunglevicius - Advances in Artificial Neural Systems, 2016 - Wiley Online Library
Spike‐timing‐dependent plasticity (STDP) is a set of Hebbian learning rules which are
based firmly on biological evidence. STDP learning is capable of detecting spatiotemporal …

Steady states in an iterative model for multiplicative spike-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 …

Neuromodulation of STDP through short-term changes in firing causality

SM Vogt, UG Hofmann - Cognitive neurodynamics, 2012 - Springer
Spike timing dependent plasticity (STDP) likely plays an important role in forming and
changing connectivity patterns between neurons in our brain. In a unidirectional synaptic …

Spike-timing dependent plasticity

J Sjöström, W Gerstner - Spike-timing dependent plasticity, 2010 - books.google.com
Spike-timing dependent plasticity (STDP) is a temporally asymmetric form of Hebbian
learning induced by tight temporal correlations between the spikes of pre-and postsynaptic …

Theoretical analysis of learning with reward-modulated spike-timing-dependent plasticity

D Pecevski, W Maass… - Advances in Neural …, 2007 - proceedings.neurips.cc
Reward-modulated spike-timing-dependent plasticity (STDP) has recently emerged as a
candidate for a learning rule that could explain how local learning rules at single synapses …

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 …