Synfire chain in a balanced network

被引:20
作者
Aviel, Y [1 ]
Pavlov, E
Abeles, M
Horn, D
机构
[1] Hebrew Univ Jerusalem, Interdisciplinary Ctr Neural Computat, Jerusalem, Israel
[2] Tel Aviv Univ, Sch Phys & Astron, IL-69978 Tel Aviv, Israel
关键词
synfire chain; balanced network; asynchronous irregular state; common input; integrate-and-fire neuron;
D O I
10.1016/S0925-2312(02)00352-1
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
We investigate the formation of ordered spatiotemporal activations of pools of neurons in synfire chains (SFC) within a balanced network, both by simulations and by analytic tools. Using a suitable matrix of synaptic connections, we show that the results depend on the ratio between the size of an individual pool of neurons (w) and the total excitatory input of a neuron (K). In our simulations of 10,000 neurons, we obtain an asynchronous-irregular firing mode, which does not sustain a traveling pulse-packet of SFC activity. Our analysis shows that the latter may be expected to exist in larger networks in which very small w/K values can be realized. (C) 2002 Elsevier Science B.V. All rights reserved.
引用
收藏
页码:285 / 292
页数:8
相关论文
共 6 条
[1]  
ABELES M, 1991, CONTICONICS NEURAL C
[2]   Dynamics of sparsely connected networks of excitatory and inhibitory spiking neurons [J].
Brunel, N .
JOURNAL OF COMPUTATIONAL NEUROSCIENCE, 2000, 8 (03) :183-208
[3]   Stable propagation of synchronous spiking in cortical neural networks [J].
Diesmann, M ;
Gewaltig, MO ;
Aertsen, A .
NATURE, 1999, 402 (6761) :529-533
[4]  
Diesmann M., 1995, GCAA953 WEIZM I SCI
[5]   Correlation between uncoupled conductance-based integrate-and-fire neurons due to common and synchronous presynaptic firing [J].
Stroeve, S ;
Gielen, S .
NEURAL COMPUTATION, 2001, 13 (09) :2005-2029
[6]   Chaotic balanced state in a model of cortical circuits [J].
van Vreeswijk, C ;
Sompolinsky, H .
NEURAL COMPUTATION, 1998, 10 (06) :1321-1371