Population Codes: Theoretic Aspects

W. J. Ma, A. Pouget

Research output: Chapter in Book/Report/Conference proceedingEntry for encyclopedia/dictionary

Abstract

Population coding is a way of representing stimuli using large sets of neurons with similar response properties, such as hypercolumns of orientation-selective neurons in primary visual cortex. Population codes are widespread in cortex and their study is a cornerstone of systems neuroscience. Their power lies in the large amount of information that can be encoded even if the neurons are broadly tuned and subject to high variability, as is typically the case. This article reviews the main properties of population codes from two complementary perspectives: encoding and decoding. Encoding is the probabilistic mapping from stimulus to population response. Decoding is the process of extracting a stimulus estimate from a given population response.

Original languageEnglish (US)
Title of host publicationEncyclopedia of Neuroscience
PublisherElsevier Ltd
Pages749-755
Number of pages7
ISBN (Print)9780080450469
DOIs
StatePublished - 2009

Keywords

  • Bayesian inference
  • Computation
  • Decoding
  • Encoding
  • Fisher information
  • Noise
  • Optimality
  • Perception
  • Population codes
  • Representation
  • Variability

ASJC Scopus subject areas

  • Neuroscience(all)

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