Reading a Neural Code

  • William Bialek
  • , Fred Rieke
  • , R. R. de Ruyter van Steveninck
  • , David Warland

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Abstract

Traditional methods of studying neural coding characterize the encoding of known stimuli in average neural responses. Organisms face nearly the opposite task-decoding short segments of a spike train to extract information about an unknown, time-varying stimulus. Here we present strategies for characterizing the neural code from the point of view of the organism, culminating in algorithms for real-time stimulus reconstruction based on a single sample of the spike train. These methods are applied to the design and analysis of experiments on an identified movement-sensitive neuron in the fly visual system. As far as we know this is the first instance in which a direct "reading" of the neural code has been accomplished.

Original languageEnglish (US)
Title of host publicationAdvances in Neural Information Processing Systems 2, NIPS 1989
EditorsDavid S. Touretzky
PublisherNeural information processing systems foundation
Pages36-43
Number of pages8
ISBN (Electronic)1558601007, 9781558601000
StatePublished - 1989
Externally publishedYes
Event2nd Advances in Neural Information Processing Systems, NIPS 1989 - Denver, United States
Duration: Nov 27 1989Nov 30 1989

Publication series

NameAdvances in Neural Information Processing Systems
Volume2
ISSN (Print)1049-5258

Conference

Conference2nd Advances in Neural Information Processing Systems, NIPS 1989
Country/TerritoryUnited States
CityDenver
Period11/27/8911/30/89

All Science Journal Classification (ASJC) codes

  • Signal Processing
  • Information Systems
  • Computer Networks and Communications

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