TY - JOUR
T1 - Adaptive rescaling maximizes information transmission
AU - Brenner, Naama
AU - Bialek, William
AU - De Ruyter Van Steveninck, Rob
PY - 2000
Y1 - 2000
N2 - Adaptation is a widespread phenomenon in nervous systems, providing flexibility to function under varying external conditions. Here, we relate an adaptive property of a sensory system directly to its function as a carrier of information about input signals. We show that the input/output relation of a sensory system in a dynamic environment changes with the statistical properties of the environment. Specifically, when the dynamic range of inputs changes, the input/output relation rescales so as to match the dynamic range of responses to that of the inputs. We give direct evidence that the scaling of the input/output relation is set to maximize information transmission for each distribution of signals. This adaptive behavior should be particularly useful in dealing with the intermittent statistics of natural signals.
AB - Adaptation is a widespread phenomenon in nervous systems, providing flexibility to function under varying external conditions. Here, we relate an adaptive property of a sensory system directly to its function as a carrier of information about input signals. We show that the input/output relation of a sensory system in a dynamic environment changes with the statistical properties of the environment. Specifically, when the dynamic range of inputs changes, the input/output relation rescales so as to match the dynamic range of responses to that of the inputs. We give direct evidence that the scaling of the input/output relation is set to maximize information transmission for each distribution of signals. This adaptive behavior should be particularly useful in dealing with the intermittent statistics of natural signals.
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U2 - 10.1016/S0896-6273(00)81205-2
DO - 10.1016/S0896-6273(00)81205-2
M3 - Article
C2 - 10896164
AN - SCOPUS:0033714122
SN - 0896-6273
VL - 26
SP - 695
EP - 702
JO - Neuron
JF - Neuron
IS - 3
ER -