Literature DB >> 21909090

Grid cells generate an analog error-correcting code for singularly precise neural computation.

Sameet Sreenivasan1, Ila Fiete.   

Abstract

Entorhinal grid cells in mammals fire as a function of animal location, with spatially periodic response patterns. This nonlocal periodic representation of location, a local variable, is unlike other neural codes. There is no theoretical explanation for why such a code should exist. We examined how accurately the grid code with noisy neurons allows an ideal observer to estimate location and found this code to be a previously unknown type of population code with unprecedented robustness to noise. In particular, the representational accuracy attained by grid cells over the coding range was in a qualitatively different class from what is possible with observed sensory and motor population codes. We found that a simple neural network can effectively correct the grid code. To the best of our knowledge, these results are the first demonstration that the brain contains, and may exploit, powerful error-correcting codes for analog variables.
© 2011 Nature America, Inc. All rights reserved.

Mesh:

Year:  2011        PMID: 21909090     DOI: 10.1038/nn.2901

Source DB:  PubMed          Journal:  Nat Neurosci        ISSN: 1097-6256            Impact factor:   24.884


  43 in total

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6.  Bayesian inference with probabilistic population codes.

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8.  The effect of correlated variability on the accuracy of a population code.

Authors:  L F Abbott; P Dayan
Journal:  Neural Comput       Date:  1999-01-01       Impact factor: 2.026

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  64 in total

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Review 2.  Independence of landmark and self-motion-guided navigation: a different role for grid cells.

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5.  Transgenically targeted rabies virus demonstrates a major monosynaptic projection from hippocampal area CA2 to medial entorhinal layer II neurons.

Authors:  David C Rowland; Aldis P Weible; Ian R Wickersham; Haiyan Wu; Mark Mayford; Menno P Witter; Clifford G Kentros
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6.  A high-resolution study of hippocampal and medial temporal lobe correlates of spatial context and prospective overlapping route memory.

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Journal:  Hippocampus       Date:  2014-04-17       Impact factor: 3.899

Review 7.  Computational models in the age of large datasets.

Authors:  Timothy O'Leary; Alexander C Sutton; Eve Marder
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8.  The entorhinal grid map is discretized.

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9.  Intermittency coding in the primary olfactory system: a neural substrate for olfactory scene analysis.

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Review 10.  Hippocampal theta oscillations are slower in humans than in rodents: implications for models of spatial navigation and memory.

Authors:  Joshua Jacobs
Journal:  Philos Trans R Soc Lond B Biol Sci       Date:  2013-12-23       Impact factor: 6.237

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