Synergy in a neural code

被引:234
作者
Brenner, N
Strong, SP
Koberle, R
Bialek, W
van Steveninck, RRD
机构
[1] NEC Res Inst, Princeton, NJ 08540 USA
[2] Inst Adv Study, Princeton, NJ 08544 USA
[3] Univ Sao Paulo, Inst Fis Sao Carlos, BR-13560970 Sao Carlos, SP, Brazil
关键词
D O I
10.1162/089976600300015259
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
We show that the information carried by compound events in neural spike trains-patterns of spikes across time or across a population of cells-can be measured, independent of assumptions about what these patterns might represent. By comparing the information carried by a compound pattern with the information carried independently by its parts, we directly measure the synergy among these parts. We illustrate the use of these methods by applying them to experiments on the motion-sensitive neuron H1 of the fly's visual system, where we confirm that two spikes close together in time carry far more than twice the information carried by a single spike. We analyze the sources of this synergy and provide evidence that pairs of spikes close together in time may be especially important patterns in the code of H1.
引用
收藏
页码:1531 / 1552
页数:22
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