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

被引：37

作者：

Badoual, Mathilde ^{[1
]}

Zou, Quan ^{[1
]}

Davison, Andrew P. ^{[1
]}

Rudolph, Michael ^{[1
]}

Bal, Thierry ^{[1
]}

Fregnac, Yves ^{[1
]}

Destexhe, Alain ^{[1
]}

机构：

[1] CNRS, Integrat & Computat Neurosci Unit, F-91198 Gif Sur Yvette, France

来源：

INTERNATIONAL JOURNAL OF NEURAL SYSTEMS | 2006年 / 16卷 / 02期

关键词：

computational models; STDP; LTP; LTD; synaptic plasticity; calcium; kinetics; enzymes;

D O I：

10.1142/S0129065706000524

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

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.

引用

页码：79 / 97

页数：19

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