Literature DB >> 31429060

The role of uncertainty in attentional and choice exploration.

Adrian R Walker1, David Luque2,3, Mike E Le Pelley2, Tom Beesley2,4.   

Abstract

The exploitation-exploration (EE) trade-off describes how, when making a decision, an organism must often choose between a safe alternative with a known pay-off, and one or more riskier alternatives with uncertain pay-offs. Recently, the concept of the EE trade-off has been extended to the examination of how organisms distribute limited attentional resources between several stimuli. This work suggests that when the rules governing the environment are certain, participants learn to "exploit" by attending preferentially to cues that provide the most information about upcoming events. However, when the rules are uncertain, people "explore" by increasing their attention to all cues that may provide information to help in predicting upcoming events. In the current study, we examine how uncertainty affects the EE trade-off in attention using a contextual two-armed bandit task, where participants explore with both their attention and their choice behavior. We find evidence for an influence of uncertainty on the EE trade-off in both choice and attention. These findings provide support for the idea of an EE trade-off in attention, and that uncertainty is a primary motivator for exploration in both choice and attentional allocation.

Entities:  

Keywords:  Attention; Exploration; Human associative learning; Uncertainty

Mesh:

Year:  2019        PMID: 31429060     DOI: 10.3758/s13423-019-01653-2

Source DB:  PubMed          Journal:  Psychon Bull Rev        ISSN: 1069-9384


  14 in total

1.  Relative and absolute strength of response as a function of frequency of reinforcement.

Authors:  R J HERRNSTEIN
Journal:  J Exp Anal Behav       Date:  1961-07       Impact factor: 2.468

2.  Eyetracking and selective attention in category learning.

Authors:  Bob Rehder; Aaron B Hoffman
Journal:  Cogn Psychol       Date:  2005-03-19       Impact factor: 3.468

3.  Uncertainty and exploration in a restless bandit problem.

Authors:  Maarten Speekenbrink; Emmanouil Konstantinidis
Journal:  Top Cogn Sci       Date:  2015-04-20

4.  Uncertainty and predictiveness determine attention to cues during human associative learning.

Authors:  Tom Beesley; Katherine P Nguyen; Daniel Pearson; Mike E Le Pelley
Journal:  Q J Exp Psychol (Hove)       Date:  2015-04-02       Impact factor: 2.143

5.  Prediction and uncertainty in associative learning: examining controlled and automatic components of learned attentional biases.

Authors:  David Luque; Miguel A Vadillo; Mike E Le Pelley; Tom Beesley
Journal:  Q J Exp Psychol (Hove)       Date:  2016-06-07       Impact factor: 2.143

6.  Cortical substrates for exploratory decisions in humans.

Authors:  Nathaniel D Daw; John P O'Doherty; Peter Dayan; Ben Seymour; Raymond J Dolan
Journal:  Nature       Date:  2006-06-15       Impact factor: 49.962

7.  Overt attention and predictiveness in human contingency learning.

Authors:  M E Le Pelley; Tom Beesley; Oren Griffiths
Journal:  J Exp Psychol Anim Behav Process       Date:  2011-04

Review 8.  Should I stay or should I go? How the human brain manages the trade-off between exploitation and exploration.

Authors:  Jonathan D Cohen; Samuel M McClure; Angela J Yu
Journal:  Philos Trans R Soc Lond B Biol Sci       Date:  2007-05-29       Impact factor: 6.237

9.  The onset of uncertainty facilitates the learning of new associations by increasing attention to cues.

Authors:  Lara C Easdale; Mike E Le Pelley; Tom Beesley
Journal:  Q J Exp Psychol (Hove)       Date:  2018-01-01       Impact factor: 2.143

10.  The nature of belief-directed exploratory choice in human decision-making.

Authors:  W Bradley Knox; A Ross Otto; Peter Stone; Bradley C Love
Journal:  Front Psychol       Date:  2012-01-31
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  3 in total

1.  Uncertainty in learning, choice, and visual fixation.

Authors:  Hrvoje Stojić; Jacob L Orquin; Peter Dayan; Raymond J Dolan; Maarten Speekenbrink
Journal:  Proc Natl Acad Sci U S A       Date:  2020-01-24       Impact factor: 11.205

Review 2.  From exploration to exploitation: a shifting mental mode in late life development.

Authors:  R Nathan Spreng; Gary R Turner
Journal:  Trends Cogn Sci       Date:  2021-09-27       Impact factor: 20.229

3.  An examination of active inference in autistic adults using immersive virtual reality.

Authors:  Tom Arthur; David Harris; Gavin Buckingham; Mark Brosnan; Mark Wilson; Genevieve Williams; Sam Vine
Journal:  Sci Rep       Date:  2021-10-13       Impact factor: 4.379

  3 in total

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