Generic origins of irregular spiking in neocortical networks

被引:12
作者
Stoop, R [1 ]
Bunimovich, LA
Steeb, WH
机构
[1] ETHZ, UNIZH, Inst Neuroinformat, Zurich, Switzerland
[2] Tech Univ Appl Sci Nordwestschweiz, Solothurn, Switzerland
[3] Georgia Inst Technol, Atlanta, GA 30332 USA
[4] Rand Afrikaans Univ, Johannesburg, South Africa
关键词
D O I
10.1007/PL00007975
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
We identify generic sources of complex and irregular spiking in biological neural networks. For the network description, we operate on a mathematically exact mesoscopic approach. Starting from experimental data, we determine exact properties of noise-driven, binary neuron interaction and extrapolate from there to properties of more complex types of interaction. Our approach fills a gap between approaches that start from detailed biophysically motivated simulations but fail go make mathematically exact global predictions, and approaches that are able to make exact statements but only on levels of description that are remote from biology. As a consequence of the approach, a novel coding scheme emerges, shedding new light on local information processing in biological neural networks.
引用
收藏
页码:481 / 489
页数:9
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