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Entropy and Information in Neural Spike Trains

VOLUME80, NUMBER1 PHYSICAL REVIEW LETTERS5 JANUARY1998 Entropy and Information in Neural Spike TrainsS. P. Strong,1 Roland Koberle,1,2 Rob R. de Ruyter van Steveninck,1and William Bialek11 NEC Research Institute, 4 Independence Way, Princeton, New Jersey 085402 Department of Physics, Princeton University, Princeton, New Jersey 08544(Received 29 February 1996; revised manuscript received 11 July 1997)The nervous system represents time dependent signals in sequences of discrete, identical actionpotentials or spikes; Information is carried only in the Spike arrival times. We show how to quantify thisinformation, in bits, free from any assumptions about which features of the Spike train or input signalare most important, and we apply this approach to the analysis of experiments on a motion sensitiveneuron in the fly visual system.

the spike train represents that direct “decoding” of the spike train is possible; the information extracted by these decoding methods can be more than half of the total spike

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  Information, Train, Neural, Entropy, Spike, Entropy and information in neural spike trains

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