Literature DB >> 11757874

Statistical learning in a serial reaction time task: access to separable statistical cues by individual learners.

R H Hunt1, R N Aslin.   

Abstract

The ability of adult learners to exploit the joint and conditional probabilities in a serial reaction time task containing both deterministic and probabilistic information was investigated. Learners used the statistical information embedded in a continuous input stream to improve their performance for certain transitions by simultaneously exploiting differences in the predictability of 2 or more underlying statistics. Analysis of individual learners revealed that although most acquired the underlying statistical structure veridically, others used an alternate strategy that was partially predictive of the sequences. The findings show that learners possess a robust learning device well suited to exploiting the relative predictability of more than I source of statistical information at the same time. This work expands on previous studies of statistical learning, as well as studies of artificial grammar learning and implicit sequence learning.

Mesh:

Year:  2001        PMID: 11757874     DOI: 10.1037//0096-3445.130.4.658

Source DB:  PubMed          Journal:  J Exp Psychol Gen        ISSN: 0022-1015


  63 in total

1.  Unique transitions between stimuli and responses in SRT tasks: evidence for the primacy of response predictions.

Authors:  Joachim Hoffmann; Claudia Martin; Annette Schilling
Journal:  Psychol Res       Date:  2003-03-08

2.  Probability detection mechanisms and motor learning.

Authors:  O V Lungu; T Wächter; T Liu; D T Willingham; J Ashe
Journal:  Exp Brain Res       Date:  2004-07-16       Impact factor: 1.972

3.  Implicit perceptual anticipation triggered by statistical learning.

Authors:  Nicholas B Turk-Browne; Brian J Scholl; Marcia K Johnson; Marvin M Chun
Journal:  J Neurosci       Date:  2010-08-18       Impact factor: 6.167

4.  Category induction via distributional analysis: Evidence from a serial reaction time task.

Authors:  Ruskin H Hunt; Richard N Aslin
Journal:  J Mem Lang       Date:  2010-02-01       Impact factor: 3.059

5.  Statistical approaches to language acquisition and the self-organizing consciousness: a reversal of perspective.

Authors:  Pierre Perruchet
Journal:  Psychol Res       Date:  2005-03-05

6.  Is the mind inherently forward looking? Comparing prediction and retrodiction.

Authors:  Jason Jones; Harold Pashler
Journal:  Psychon Bull Rev       Date:  2007-04

Review 7.  Combining fMRI and behavioral measures to examine the process of human learning.

Authors:  Elisabeth A Karuza; Lauren L Emberson; Richard N Aslin
Journal:  Neurobiol Learn Mem       Date:  2013-09-25       Impact factor: 2.877

Review 8.  What's statistical about learning? Insights from modelling statistical learning as a set of memory processes.

Authors:  Erik D Thiessen
Journal:  Philos Trans R Soc Lond B Biol Sci       Date:  2017-01-05       Impact factor: 6.237

9.  Suppressed Sensory Response to Predictable Object Stimuli throughout the Ventral Visual Stream.

Authors:  David Richter; Matthias Ekman; Floris P de Lange
Journal:  J Neurosci       Date:  2018-07-20       Impact factor: 6.167

10.  Do statistical segmentation abilities predict lexical-phonological and lexical-semantic abilities in children with and without SLI?

Authors:  Elina Mainela-Arnold; Julia L Evans
Journal:  J Child Lang       Date:  2013-02-21
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