Literature DB >> 34222566

Context-sensitive valuation and learning.

Lindsay E Hunter1, Nathaniel D Daw1.   

Abstract

A variety of behavioral and neural phenomena suggest that organisms evaluate outcomes not on an absolute utility scale, but relative to some dynamic and context-sensitive reference or scale. Sometimes, as in foraging tasks, this results in sensible choices; in other situations, like choosing between options learned in different contexts, irrational choices can result. We argue that what unites and demystifies these various phenomena is that the brain's goal is not assessing utility as an end in itself, but rather comparing different options to choose the better one. In the presence of uncertainty, noise, or costly computation, adjusting options to the context can produce more accurate choices.

Entities:  

Year:  2021        PMID: 34222566      PMCID: PMC8244390          DOI: 10.1016/j.cobeha.2021.05.001

Source DB:  PubMed          Journal:  Curr Opin Behav Sci        ISSN: 2352-1546


  50 in total

1.  Visual fixations and the computation and comparison of value in simple choice.

Authors:  Ian Krajbich; Carrie Armel; Antonio Rangel
Journal:  Nat Neurosci       Date:  2010-09-12       Impact factor: 24.884

Review 2.  Time discounting and time preference in animals: A critical review.

Authors:  Benjamin Y Hayden
Journal:  Psychon Bull Rev       Date:  2016-02

3.  Normalization is a general neural mechanism for context-dependent decision making.

Authors:  Kenway Louie; Mel W Khaw; Paul W Glimcher
Journal:  Proc Natl Acad Sci U S A       Date:  2013-03-25       Impact factor: 11.205

4.  By carrot or by stick: cognitive reinforcement learning in parkinsonism.

Authors:  Michael J Frank; Lauren C Seeberger; Randall C O'reilly
Journal:  Science       Date:  2004-11-04       Impact factor: 47.728

Review 5.  Habits, action sequences and reinforcement learning.

Authors:  Amir Dezfouli; Bernard W Balleine
Journal:  Eur J Neurosci       Date:  2012-04       Impact factor: 3.386

6.  Range-adapting representation of economic value in the orbitofrontal cortex.

Authors:  Camillo Padoa-Schioppa
Journal:  J Neurosci       Date:  2009-11-04       Impact factor: 6.167

7.  An opportunity cost model of subjective effort and task performance.

Authors:  Robert Kurzban; Angela Duckworth; Joseph W Kable; Justus Myers
Journal:  Behav Brain Sci       Date:  2013-12       Impact factor: 12.579

8.  Speed/accuracy trade-off between the habitual and the goal-directed processes.

Authors:  Mehdi Keramati; Amir Dezfouli; Payam Piray
Journal:  PLoS Comput Biol       Date:  2011-05-26       Impact factor: 4.475

9.  Ventromedial prefrontal and anterior cingulate cortex adopt choice and default reference frames during sequential multi-alternative choice.

Authors:  Erie D Boorman; Matthew F Rushworth; Tim E Behrens
Journal:  J Neurosci       Date:  2013-02-06       Impact factor: 6.167

10.  Contextual modulation of value signals in reward and punishment learning.

Authors:  Stefano Palminteri; Mehdi Khamassi; Mateus Joffily; Giorgio Coricelli
Journal:  Nat Commun       Date:  2015-08-25       Impact factor: 14.919

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  3 in total

Review 1.  Advances in modeling learning and decision-making in neuroscience.

Authors:  Anne G E Collins; Amitai Shenhav
Journal:  Neuropsychopharmacology       Date:  2021-08-27       Impact factor: 7.853

2.  Performance-gated deliberation: A context-adapted strategy in which urgency is opportunity cost.

Authors:  Maximilian Puelma Touzel; Paul Cisek; Guillaume Lajoie
Journal:  PLoS Comput Biol       Date:  2022-05-26       Impact factor: 4.779

3.  Bumblebees retrieve only the ordinal ranking of foraging options when comparing memories obtained in distinct settings.

Authors:  Cwyn Solvi; Yonghe Zhou; Yunxiao Feng; Yuyi Lu; Mark Roper; Li Sun; Rebecca J Reid; Lars Chittka; Andrew B Barron; Fei Peng
Journal:  Elife       Date:  2022-09-27       Impact factor: 8.713

  3 in total

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