Building functional networks of spiking model neurons

被引:154
作者
Abbott, L. F. [1 ,2 ]
DePasquale, Brian [1 ]
Memmesheimer, Raoul-Martin [1 ,3 ]
机构
[1] Columbia Univ Coll Phys & Surg, Dept Neurosci, 630 W 168th St, New York, NY 10032 USA
[2] Columbia Univ Coll Phys & Surg, Dept Physiol & Cellular Biophys, New York, NY 10032 USA
[3] Radboud Univ Nijmegen, Donders Inst Brain Cognit & Behav, Dept Neuroinformat, NL-6525 ED Nijmegen, Netherlands
基金
美国国家卫生研究院;
关键词
NEURAL-NETWORKS; MEMORY; INTEGRATION; DYNAMICS; INFORMATION; PROPAGATION; COMPUTATION; PLASTICITY; EXCITATION; FRAMEWORK;
D O I
10.1038/nn.4241
中图分类号
Q189 [神经科学];
学科分类号
071006 ;
摘要
Most of the networks used by computer scientists and many of those studied by modelers in neuroscience represent unit activities as continuous variables. Neurons, however, communicate primarily through discontinuous spiking. We review methods for transferring our ability to construct interesting networks that perform relevant tasks from the artificial continuous domain to more realistic spiking network models. These methods raise a number of issues that warrant further theoretical and experimental study.
引用
收藏
页码:350 / 355
页数:6
相关论文
共 64 条
[11]   Matching Recall and Storage in Sequence Learning with Spiking Neural Networks [J].
Brea, Johanni ;
Senn, Walter ;
Pfister, Jean-Pascal .
JOURNAL OF NEUROSCIENCE, 2013, 33 (23) :9565-9575
[12]   Dynamics of sparsely connected networks of excitatory and inhibitory spiking neurons [J].
Brunel, N .
JOURNAL OF COMPUTATIONAL NEUROSCIENCE, 2000, 8 (03) :183-208
[13]   TEMPORAL INFORMATION TRANSFORMED INTO A SPATIAL CODE BY A NEURAL-NETWORK WITH REALISTIC PROPERTIES [J].
BUONOMANO, DV ;
MERZENICH, MM .
SCIENCE, 1995, 267 (5200) :1028-1030
[14]   Accurate Path Integration in Continuous Attractor Network Models of Grid Cells [J].
Burak, Yoram ;
Fiete, Ila R. .
PLOS COMPUTATIONAL BIOLOGY, 2009, 5 (02)
[15]   Efficient codes and balanced networks [J].
Deneve, Sophie ;
Machens, Christian K. .
NATURE NEUROSCIENCE, 2016, 19 (03) :375-382
[16]  
DePasquale B., 2016, PREPRINT
[17]   Stable propagation of synchronous spiking in cortical neural networks [J].
Diesmann, M ;
Gewaltig, MO ;
Aertsen, A .
NATURE, 1999, 402 (6761) :529-533
[18]   Structured Synaptic Connectivity between Hippocampal Regions [J].
Druckmann, Shaul ;
Feng, Linqing ;
Lee, Bokyoung ;
Yook, Chaehyun ;
Zhao, Ting ;
Magee, Jeffrey C. ;
Kim, Jinhyun .
NEURON, 2014, 81 (03) :629-640
[19]   A unified approach to building and controlling spiking attractor networks [J].
Eliasmith, C .
NEURAL COMPUTATION, 2005, 17 (06) :1276-1314
[20]   A Large-Scale Model of the Functioning Brain [J].
Eliasmith, Chris ;
Stewart, Terrence C. ;
Choo, Xuan ;
Bekolay, Trevor ;
DeWolf, Travis ;
Tang, Charlie ;
Rasmussen, Daniel .
SCIENCE, 2012, 338 (6111) :1202-1205