Relating STDP to BCM

被引：220

作者：

Izhikevich, EM ^{[1
]}

Desai, NS ^{[1
]}

机构：

[1] Inst Neurosci, San Diego, CA 92121 USA

来源：

NEURAL COMPUTATION | 2003年 / 15卷 / 07期

关键词：

D O I：

10.1162/089976603321891783

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

We demonstrate that the BCM learning rule follows directly from STDP when pre- and postsynaptic neurons fire uncorrelated or weakly correlated Poisson spike trains, and only nearest-neighbor spike interactions are taken into account.

引用

页码：1511 / 1523

页数：13

共 19 条

[1] Dynamical model of long-term synaptic plasticity [J].

Abarbanel, HDI ;

Huerta, R ;

Rabinovich, MI .

PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2002, 99 (15) :10132-10137

[2]

Bear Mark F., 1994, Current Opinion in Neurobiology, V4, P389, DOI 10.1016/0959-4388(94)90101-5

[3] A PHYSIOLOGICAL-BASIS FOR A THEORY OF SYNAPSE MODIFICATION [J].

BEAR, MF ;

COOPER, LN ;

EBNER, FF .

SCIENCE, 1987, 237 (4810) :42-48

[4] Synaptic modifications in cultured hippocampal neurons: Dependence on spike timing, synaptic strength, and postsynaptic cell type [J].

Bi, GQ ;

Poo, MM .

JOURNAL OF NEUROSCIENCE, 1998, 18 (24) :10464-10472

[5] THEORY FOR THE DEVELOPMENT OF NEURON SELECTIVITY - ORIENTATION SPECIFICITY AND BINOCULAR INTERACTION IN VISUAL-CORTEX [J].

BIENENSTOCK, EL ;

COOPER, LN ;

MUNRO, PW .

JOURNAL OF NEUROSCIENCE, 1982, 2 (01) :32-48

[6] A biophysical model of bidirectional synaptic plasticity: Dependence on AMPA and NMDA receptors [J].

Castellani, GC ;

Quinlan, EM ;

Cooper, LN ;

Shouval, HZ .

PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2001, 98 (22) :12772-12777

[7] Long-term synaptic plasticity between pairs of individual CA3 pyramidal cells in rat hippocampal slice cultures [J].

Debanne, D ;

Gähwiler, BH ;

Thompson, SM .

JOURNAL OF PHYSIOLOGY-LONDON, 1998, 507 (01) :237-247

[8] Timing-based LTP and LTD at vertical inputs to layer II/III pyramidal cells in rat barrel cortex [J].

Feldman, DE .

NEURON, 2000, 27 (01) :45-56

[9] Spike-timing-dependent synaptic modification induced by natural spike trains [J].

Froemke, RC ;

Dan, Y .

NATURE, 2002, 416 (6879) :433-438

[10] Hebbian learning and spiking neurons [J].

Kempter, R ;

Gerstner, W ;

von Hemmen, JL .

PHYSICAL REVIEW E, 1999, 59 (04) :4498-4514

← 1 2 →