Entropy and information in neural spike trains

被引:679
作者
Strong, SP
Koberle, R
van Steveninck, RRD
Bialek, W
机构
[1] NEC Res Inst, Princeton, NJ 08540 USA
[2] Princeton Univ, Dept Phys, Princeton, NJ 08544 USA
关键词
D O I
10.1103/PhysRevLett.80.197
中图分类号
O4 [物理学];
学科分类号
0702 ;
摘要
The nervous system represents time dependent signals in sequences of discrete, identical action potentials or spikes; information is carried only in the spike arrival times. We show how to quantify this information, in bits, free from any assumptions about which features of the spike train or input signal are most important, and we apply this approach to the analysis of experiments on a motion sensitive neuron in the fly visual system. This neuron transmits information about the visual stimulus at rates of up to 90 bits/s, within a factor of 2 of the physical limit set by the entropy of the spike train itself.
引用
收藏
页码:197 / 200
页数:4
相关论文
共 26 条
[1]  
Adrian E.D., 1928, BASIS SENSATION
[2]  
Aidley DJ, 1989, The Physiology of Excitable Cells, V3rd
[3]   MULTIDIMENSIONAL NON-LINEAR DIFFUSION ARISING IN POPULATION-GENETICS [J].
ARONSON, DG ;
WEINBERGER, HF .
ADVANCES IN MATHEMATICS, 1978, 30 (01) :33-76
[4]  
ATICK JJ, 1992, PRINCETON LECTURES ON BIOPHYSICS, P223
[5]   Temporal precision of spike trains in extrastriate cortex of the behaving macaque monkey [J].
Bair, W ;
Koch, C .
NEURAL COMPUTATION, 1996, 8 (06) :1185-1202
[6]  
BIALEK W, 1991, SCIENCE, V252, P1757
[7]   RESPONSES OF NEURONS IN MACAQUE MT TO STOCHASTIC MOTION SIGNALS [J].
BRITTEN, KH ;
SHADLEN, MN ;
NEWSOME, WT ;
MOVSHON, JA .
VISUAL NEUROSCIENCE, 1993, 10 (06) :1157-1169
[8]   CRACKING THE NEURONAL CODE [J].
FERSTER, D ;
SPRUSTON, N .
SCIENCE, 1995, 270 (5237) :756-757
[9]  
Franceschini N., 1989, FACETS VISION
[10]  
HAUSEN K, 1989, FACETS VISION, pCH16