Literature DB >> 22694213

Efficient coding and the neural representation of value.

Kenway Louie1, Paul W Glimcher.   

Abstract

To survive in a dynamic environment, an organism must be able to effectively learn, store, and recall the expected benefits and costs of potential actions. The nature of the valuation and decision processes is thus of fundamental interest to researchers at the intersection of psychology, neuroscience, and economics. Although normative theories of choice have outlined the theoretical structure of these valuations, recent experiments have begun to reveal how value is instantiated in the activity of neurons and neural circuits. Here, we review the various forms of value coding that have been observed in different brain systems and examine the implications of these value representations for both neural circuits and behavior. In particular, we focus on emerging evidence that value coding in a number of brain areas is context dependent, varying as a function of both the current choice set and previously experienced values. Similar contextual modulation occurs widely in the sensory system, and efficient coding principles derived in the sensory domain suggest a new framework for understanding the neural coding of value.
© 2012 New York Academy of Sciences.

Mesh:

Year:  2012        PMID: 22694213     DOI: 10.1111/j.1749-6632.2012.06496.x

Source DB:  PubMed          Journal:  Ann N Y Acad Sci        ISSN: 0077-8923            Impact factor:   5.691


  48 in total

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Authors:  Kenway Louie
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Journal:  J Neurosci       Date:  2015-01-28       Impact factor: 6.167

4.  Striatal action-value neurons reconsidered.

Authors:  Lotem Elber-Dorozko; Yonatan Loewenstein
Journal:  Elife       Date:  2018-05-31       Impact factor: 8.140

Review 5.  Neural dynamics and circuit mechanisms of decision-making.

Authors:  Xiao-Jing Wang
Journal:  Curr Opin Neurobiol       Date:  2012-09-28       Impact factor: 6.627

6.  Normalized value coding explains dynamic adaptation in the human valuation process.

Authors:  Mel W Khaw; Paul W Glimcher; Kenway Louie
Journal:  Proc Natl Acad Sci U S A       Date:  2017-11-13       Impact factor: 11.205

7.  Neural encoding of choice during a delayed response task in primate striatum and orbitofrontal cortex.

Authors:  Howard C Cromwell; Leon Tremblay; Wolfram Schultz
Journal:  Exp Brain Res       Date:  2018-04-02       Impact factor: 1.972

Review 8.  Do humans make good decisions?

Authors:  Christopher Summerfield; Konstantinos Tsetsos
Journal:  Trends Cogn Sci       Date:  2014-12-06       Impact factor: 20.229

9.  Efficient sampling and noisy decisions.

Authors:  Joseph A Heng; Michael Woodford; Rafael Polania
Journal:  Elife       Date:  2020-09-15       Impact factor: 8.140

10.  Adaptive gain control during human perceptual choice.

Authors:  Samuel Cheadle; Valentin Wyart; Konstantinos Tsetsos; Nicholas Myers; Vincent de Gardelle; Santiago Herce Castañón; Christopher Summerfield
Journal:  Neuron       Date:  2014-03-19       Impact factor: 17.173

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