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  Information theory and neural coding

Borst, A., & Theunissen, F. E. (1999). Information theory and neural coding. Nature Neuroscience, 2(11), 947-957. doi:10.1038/14731.

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 Urheber:
Borst, Alexander, Autor
Theunissen, Frederic E.1, Autor           
Affiliations:
1University Berkeley, USA, ou_persistent22              

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Schlagwörter: Algorithms Animals Entropy Humans *Information Theory Linear Models Nerve Net/*physiology Neurons/physiology Probability Reproducibility of Results
 Zusammenfassung: Information theory quantifies how much information a neural response carries about the stimulus. This can be compared to the information transferred in particular models of the stimulus-response function and to maximum possible information transfer. Such comparisons are crucial because they validate assumptions present in any neurophysiological analysis. Here we review information-theory basics before demonstrating its use in neural coding. We show how to use information theory to validate simple stimulus-response models of neural coding of dynamic stimuli. Because these models require specification of spike timing precision, they can reveal which time scales contain information in neural coding. This approach shows that dynamic stimuli can be encoded efficiently by single neurons and that each spike contributes to information transmission. We argue, however, that the data obtained so far do not suggest a temporal code, in which the placement of spikes relative to each other yields additional information.

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Sprache(n): eng - English
 Datum: 1999
 Publikationsstatus: Erschienen
 Seiten: -
 Ort, Verlag, Ausgabe: -
 Inhaltsverzeichnis: -
 Art der Begutachtung: -
 Identifikatoren: Anderer: 10526332
DOI: 10.1038/14731
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Titel: Nature Neuroscience
  Andere : Nat. Neurosci.
Genre der Quelle: Zeitschrift
 Urheber:
Affiliations:
Ort, Verlag, Ausgabe: New York, NY : Nature America Inc.
Seiten: - Band / Heft: 2 (11) Artikelnummer: - Start- / Endseite: 947 - 957 Identifikator: ISSN: 1097-6256
CoNE: https://pure.mpg.de/cone/journals/resource/954925610931