Global cue inconsistency diminishes learning of cue validity

We present a novel two-stage probabilistic learning task that examines the participants’ ability to learn and utilize valid cues across several levels of probabilistic feedback. In the first stage, participants sample from one of three cues that gives predictive information about the outcome of the...

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Main Authors: Tony Wang, Nicole Christie, Piers D. L. Howe, Daniel R Little
Format: Article
Language:English
Published: Frontiers Media S.A. 2016-11-01
Series:Frontiers in Psychology
Subjects:
Online Access:http://journal.frontiersin.org/Journal/10.3389/fpsyg.2016.01743/full
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author Tony Wang
Nicole Christie
Piers D. L. Howe
Daniel R Little
author_facet Tony Wang
Nicole Christie
Piers D. L. Howe
Daniel R Little
author_sort Tony Wang
collection DOAJ
description We present a novel two-stage probabilistic learning task that examines the participants’ ability to learn and utilize valid cues across several levels of probabilistic feedback. In the first stage, participants sample from one of three cues that gives predictive information about the outcome of the second stage. Participants are rewarded for correct prediction of the outcome in stage two. Only one of the three cues gives valid predictive information and thus participants can maximise their reward by learning to sample from the valid cue. The validity of this predictive information, however, is reinforced across several levels of probabilistic feedback. A second manipulation involved changing the consistency of the predictive information in stage one and the outcome in stage two. The results show that participants, with higher probabilistic feedback, learned to utilise the valid cue. In inconsistent task conditions, however, participants were significantly less successful in utilising higher validity cues. We interpret this result as implying that learning in probabilistic categorization is based on developing a representation of the task that allows for goal-directed action.
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spelling doaj.art-6847db75015c4126b14940081d148c252022-12-21T23:57:15ZengFrontiers Media S.A.Frontiers in Psychology1664-10782016-11-01710.3389/fpsyg.2016.01743213590Global cue inconsistency diminishes learning of cue validityTony Wang0Nicole Christie1Piers D. L. Howe2Daniel R Little3Brown UniversityThe University of MelbourneThe University of MelbourneThe University of MelbourneWe present a novel two-stage probabilistic learning task that examines the participants’ ability to learn and utilize valid cues across several levels of probabilistic feedback. In the first stage, participants sample from one of three cues that gives predictive information about the outcome of the second stage. Participants are rewarded for correct prediction of the outcome in stage two. Only one of the three cues gives valid predictive information and thus participants can maximise their reward by learning to sample from the valid cue. The validity of this predictive information, however, is reinforced across several levels of probabilistic feedback. A second manipulation involved changing the consistency of the predictive information in stage one and the outcome in stage two. The results show that participants, with higher probabilistic feedback, learned to utilise the valid cue. In inconsistent task conditions, however, participants were significantly less successful in utilising higher validity cues. We interpret this result as implying that learning in probabilistic categorization is based on developing a representation of the task that allows for goal-directed action.http://journal.frontiersin.org/Journal/10.3389/fpsyg.2016.01743/fullLearningexplorationselective attentionexploitationSearch behaviorProbabilistic Feedback
spellingShingle Tony Wang
Nicole Christie
Piers D. L. Howe
Daniel R Little
Global cue inconsistency diminishes learning of cue validity
Frontiers in Psychology
Learning
exploration
selective attention
exploitation
Search behavior
Probabilistic Feedback
title Global cue inconsistency diminishes learning of cue validity
title_full Global cue inconsistency diminishes learning of cue validity
title_fullStr Global cue inconsistency diminishes learning of cue validity
title_full_unstemmed Global cue inconsistency diminishes learning of cue validity
title_short Global cue inconsistency diminishes learning of cue validity
title_sort global cue inconsistency diminishes learning of cue validity
topic Learning
exploration
selective attention
exploitation
Search behavior
Probabilistic Feedback
url http://journal.frontiersin.org/Journal/10.3389/fpsyg.2016.01743/full
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AT piersdlhowe globalcueinconsistencydiminisheslearningofcuevalidity
AT danielrlittle globalcueinconsistencydiminisheslearningofcuevalidity