Literature DB >> 8986830

Transforming neural computations and representing time.

J J Hopfield1.   

Abstract

Motifs of neural circuitry seem surprisingly conserved over different areas of neocortex or of paleocortex, while performing quite different sensory processing tasks. This apparent paradox may be resolved by the fact that seemingly different problems in sensory information processing are related by transformations (changes of variables) that convert one problem into another. The same basic algorithm that is appropriate to the recognition of a known odor quality, independent of the strength of the odor, can be used to recognize a vocalization (e.g., a spoken syllable), independent of whether it is spoken quickly or slowly. To convert one problem into the other, a new representation of time sequences is needed. The time that has elapsed since a recent event must be represented in neural activity. The electrophysiological hallmarks of cells that are involved in generating such a representation of time are discussed. The anatomical relationships between olfactory and auditory pathways suggest relevant experiments. The neurophysiological mechanism for the psychophysical logarithmic encoding of time duration would be of direct use for interconverting olfactory and auditory processing problems. Such reuse of old algorithms in new settings and representations is related to the way that evolution develops new biochemistry.

Mesh:

Year:  1996        PMID: 8986830      PMCID: PMC26423          DOI: 10.1073/pnas.93.26.15440

Source DB:  PubMed          Journal:  Proc Natl Acad Sci U S A        ISSN: 0027-8424            Impact factor:   11.205


  8 in total

1.  Form-cue invariant motion processing in primate visual cortex.

Authors:  T D Albright
Journal:  Science       Date:  1992-02-28       Impact factor: 47.728

2.  A novel multigene family may encode odorant receptors: a molecular basis for odor recognition.

Authors:  L Buck; R Axel
Journal:  Cell       Date:  1991-04-05       Impact factor: 41.582

3.  Olfactory computation and object perception.

Authors:  J J Hopfield
Journal:  Proc Natl Acad Sci U S A       Date:  1991-08-01       Impact factor: 11.205

4.  In vivo Ca2+ dynamics in a cricket auditory neuron: an example of chemical computation.

Authors:  E C Sobel; D W Tank
Journal:  Science       Date:  1994-02-11       Impact factor: 47.728

5.  Pattern recognition computation using action potential timing for stimulus representation.

Authors:  J J Hopfield
Journal:  Nature       Date:  1995-07-06       Impact factor: 49.962

Review 6.  Information coding in the vertebrate olfactory system.

Authors:  L B Buck
Journal:  Annu Rev Neurosci       Date:  1996       Impact factor: 12.449

7.  Neural computation by concentrating information in time.

Authors:  D W Tank; J J Hopfield
Journal:  Proc Natl Acad Sci U S A       Date:  1987-04       Impact factor: 11.205

8.  A circuit for detection of interaural time differences in the brain stem of the barn owl.

Authors:  C E Carr; M Konishi
Journal:  J Neurosci       Date:  1990-10       Impact factor: 6.167

  8 in total
  8 in total

1.  Odor space and olfactory processing: collective algorithms and neural implementation.

Authors:  J J Hopfield
Journal:  Proc Natl Acad Sci U S A       Date:  1999-10-26       Impact factor: 11.205

2.  Precise burst synchrony in the superior colliculus of the awake cat during moving stimulus presentation.

Authors:  Q Pauluis; S N Baker; E Olivier
Journal:  J Neurosci       Date:  2001-01-15       Impact factor: 6.167

3.  Emergence in the central nervous system.

Authors:  Steven Ravett Brown
Journal:  Cogn Neurodyn       Date:  2012-11-28       Impact factor: 5.082

4.  Time Is of the Essence: Neural Codes, Synchronies, Oscillations, Architectures.

Authors:  Peter Cariani; Janet M Baker
Journal:  Front Comput Neurosci       Date:  2022-06-15       Impact factor: 3.387

5.  Multitasking in the olfactory system: context-dependent responses to odors reveal dual GABA-regulated coding mechanisms in single olfactory projection neurons.

Authors:  T A Christensen; B R Waldrop; J G Hildebrand
Journal:  J Neurosci       Date:  1998-08-01       Impact factor: 6.167

6.  What is a moment? Transient synchrony as a collective mechanism for spatiotemporal integration.

Authors:  J J Hopfield; C D Brody
Journal:  Proc Natl Acad Sci U S A       Date:  2001-01-23       Impact factor: 11.205

7.  Decorrelation of Odor Representations via Spike Timing-Dependent Plasticity.

Authors:  Christiane Linster; Thomas A Cleland
Journal:  Front Comput Neurosci       Date:  2010-12-28       Impact factor: 2.380

8.  Time-warp-invariant neuronal processing.

Authors:  Robert Gütig; Haim Sompolinsky
Journal:  PLoS Biol       Date:  2009-07-07       Impact factor: 8.029

  8 in total

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