Which model to use for cortical spiking neurons?

被引：1721

作者：

Izhikevich, EM ^{[1
]}

机构：

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

来源：

IEEE TRANSACTIONS ON NEURAL NETWORKS | 2004年 / 15卷 / 05期

关键词：

chaos; Hodgkin-Huxley; pulse-coupled neural network (PCNN); quadratic integrate-and-fire (I&F); spike-timing;

D O I：

10.1109/TNN.2004.832719

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

We discuss the biological plausibility and computational efficiency of some of the most useful models of spiking and bursting neurons. We compare their applicability to large-scale simulations of cortical neural networks.

引用

页码：1063 / 1070

页数：8

共 25 条

[1]

[Anonymous], 1996, NEURAL COMPUT

[2] INTRINSIC FIRING PATTERNS OF DIVERSE NEOCORTICAL NEURONS [J].

CONNORS, BW ;

GUTNICK, MJ .

TRENDS IN NEUROSCIENCES, 1990, 13 (03) :99-104

[3] PARABOLIC BURSTING IN AN EXCITABLE SYSTEM COUPLED WITH A SLOW OSCILLATION [J].

ERMENTROUT, GB ;

KOPELL, N .

SIAM JOURNAL ON APPLIED MATHEMATICS, 1986, 46 (02) :233-253

[4] IMPULSES AND PHYSIOLOGICAL STATES IN THEORETICAL MODELS OF NERVE MEMBRANE [J].

FITZHUGH, R .

BIOPHYSICAL JOURNAL, 1961, 1 (06) :445-&

[5]

Gerstner W., 2002, SPIKING NEURON MODEL

[6] Two networks of electrically coupled inhibitory neurons in neocortex [J].

Gibson, JR ;

Beierlein, M ;

Connors, BW .

NATURE, 1999, 402 (6757) :75-79

[7] Chattering cells: Superficial pyramidal neurons contributing to the generation of synchronous oscillations in the visual cortex [J].

Gray, CM ;

McCormick, DA .

SCIENCE, 1996, 274 (5284) :109-113

[8] THE LOCAL ELECTRIC CHANGES ASSOCIATED WITH REPETITIVE ACTION IN A NON-MEDULLATED AXON [J].

HODGKIN, AL .

JOURNAL OF PHYSIOLOGY-LONDON, 1948, 107 (02) :165-181

[9] A QUANTITATIVE DESCRIPTION OF MEMBRANE CURRENT AND ITS APPLICATION TO CONDUCTION AND EXCITATION IN NERVE [J].

HODGKIN, AL ;

HUXLEY, AF .

JOURNAL OF PHYSIOLOGY-LONDON, 1952, 117 (04) :500-544

[10]

Hoppensteadt FC, 1997, Applied Mathematical Sciences

← 1 2 3 →