Firing statistics of a neuron model driven by long-range correlated noise

被引:81
作者
Middleton, JW [1 ]
Chacron, MJ [1 ]
Lindner, B [1 ]
Longtin, A [1 ]
机构
[1] Univ Ottawa, Dept Phys, Ottawa, ON K1N 6N5, Canada
来源
PHYSICAL REVIEW E | 2003年 / 68卷 / 02期
关键词
D O I
10.1103/PhysRevE.68.021920
中图分类号
O35 [流体力学]; O53 [等离子体物理学];
学科分类号
070204 ; 080103 ; 080704 ;
摘要
We study the statistics of the firing patterns of a perfect integrate and fire neuron model driven by additive long-range correlated Ornstein-Uhlenbeck noise. Using a quasistatic weak noise approximation we obtain expressions for the interspike interval (ISI) probability density, the power spectral density, and the spike count Fano factor. We find unimodal, long-tailed ISI densities, Lorenzian power spectra at low frequencies, and a minimum in the Fano factor as a function of counting time. The implications of these results for signal detection are discussed.
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页数:8
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