Extracting oscillations: Neuronal coincidence detection with noisy periodic spike input

被引:74
作者
Kempter, R [1 ]
Gerstner, W
van Hemmen, JL
Wagner, H
机构
[1] Tech Univ Munich, Dept Phys, D-85747 Garching, Germany
[2] Swiss Fed Inst Technol, Ctr Neuromimet Syst, EPFL DI, CH-1015 Lausanne, Switzerland
[3] Rhein Westfal TH Aachen, Inst Biol 2, D-52074 Aachen, Germany
关键词
D O I
10.1162/089976698300016945
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
How does a neuron vary its mean output firing rate if the input changes from random to oscillatory coherent but noisy activity? What are the critical parameters of the neuronal dynamics and input statistics? To answer these questions, we investigate the coincidence-detection properties of an integrate-and-fire neuron. We derive an expression indicating how coincidence detection depends on neuronal parameters. Specifically, we show how coincidence detection depends on the shape of the postsynaptic response function, the number of synapses, and the input statistics, and we demonstrate that there is an optimal threshold. Our considerations can be used to predict from neuronal parameters whether and to what extent a neuron can act as a coincidence detector and thus can convert a temporal code into a rate code.
引用
收藏
页码:1987 / 2017
页数:31
相关论文
共 43 条
[1]  
Abbott LF, 1997, SCIENCE, V275, P220, DOI 10.1126/science.275.5297.221
[2]  
ABELES M, 1982, ISRAEL J MED SCI, V18, P83
[3]  
[Anonymous], 1988, INTRO THEORETICAL NE
[4]  
Ash R. B., 1972, REAL ANAL PROBABILIT, DOI DOI 10.1016/C2013-0-06164-6
[5]  
Ash RB., 1975, Topics in Stochastic Processes
[6]   SYNAPTIC BACKGROUND ACTIVITY INFLUENCES SPATIOTEMPORAL INTEGRATION IN SINGLE PYRAMIDAL CELLS [J].
BERNANDER, O ;
DOUGLAS, RJ ;
MARTIN, KAC ;
KOCH, C .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 1991, 88 (24) :11569-11573
[7]   A MODEL OF HIPPOCAMPAL FUNCTION [J].
BURGESS, N ;
RECCE, M ;
OKEEFE, J .
NEURAL NETWORKS, 1994, 7 (6-7) :1065-1081
[8]   PROCESSING OF TEMPORAL INFORMATION IN THE BRAIN [J].
CARR, CE .
ANNUAL REVIEW OF NEUROSCIENCE, 1993, 16 :223-243
[9]  
CARR CE, 1990, J NEUROSCI, V10, P3227
[10]   CENTRAL PROJECTIONS OF AUDITORY-NERVE FIBERS IN THE BARN OWL [J].
CARR, CE ;
BOUDREAU, RE .
JOURNAL OF COMPARATIVE NEUROLOGY, 1991, 314 (02) :306-318