Literature DB >> 23432826

Probabilistic cue combination: less is more.

Daniel Yurovsky1, Ty W Boyer2, Linda B Smith3, Chen Yu3.   

Abstract

Learning about the structure of the world requires learning probabilistic relationships: rules in which cues do not predict outcomes with certainty. However, in some cases, the ability to track probabilistic relationships is a handicap, leading adults to perform non-normatively in prediction tasks. For example, in the dilution effect, predictions made from the combination of two cues of different strengths are less accurate than those made from the stronger cue alone. Here we show that dilution is an adult problem; 11-month-old infants combine strong and weak predictors normatively. These results extend and add support for the less is more hypothesis: limited cognitive resources can lead children to represent probabilistic information differently from adults, and this difference in representation can have important downstream consequences for prediction.
© 2012 Blackwell Publishing Ltd.

Entities:  

Mesh:

Year:  2012        PMID: 23432826      PMCID: PMC3582171          DOI: 10.1111/desc.12011

Source DB:  PubMed          Journal:  Dev Sci        ISSN: 1363-755X


  54 in total

1.  More overregularizations after all: new data and discussion on Marcus, Pinker, Ullman, Hollander, Rosen & Xu.

Authors:  M Maratsos
Journal:  J Child Lang       Date:  2000-02

2.  Probability-learning with two and three choices.

Authors:  R A GARDNER
Journal:  Am J Psychol       Date:  1957-06

3.  A model for recognition memory: REM-retrieving effectively from memory.

Authors:  R M Shiffrin; M Steyvers
Journal:  Psychon Bull Rev       Date:  1997-06

Review 4.  How to grow a mind: statistics, structure, and abstraction.

Authors:  Joshua B Tenenbaum; Charles Kemp; Thomas L Griffiths; Noah D Goodman
Journal:  Science       Date:  2011-03-11       Impact factor: 47.728

Review 5.  Whatever next? Predictive brains, situated agents, and the future of cognitive science.

Authors:  Andy Clark
Journal:  Behav Brain Sci       Date:  2013-05-10       Impact factor: 12.579

6.  Prosody guides the rapid mapping of auditory word forms onto visual objects in 6-mo-old infants.

Authors:  Mohinish Shukla; Katherine S White; Richard N Aslin
Journal:  Proc Natl Acad Sci U S A       Date:  2011-03-28       Impact factor: 11.205

7.  Visual statistical learning in the newborn infant.

Authors:  Hermann Bulf; Scott P Johnson; Eloisa Valenza
Journal:  Cognition       Date:  2011-07-13

8.  Dog is a dog is a dog: infant rule learning is not specific to language.

Authors:  Jenny R Saffran; Seth D Pollak; Rebecca L Seibel; Anna Shkolnik
Journal:  Cognition       Date:  2006-12-26

9.  Cognitive gains in 7-month-old bilingual infants.

Authors:  Agnes Melinda Kovács; Jacques Mehler
Journal:  Proc Natl Acad Sci U S A       Date:  2009-04-13       Impact factor: 11.205

10.  Word learning as Bayesian inference.

Authors:  Fei Xu; Joshua B Tenenbaum
Journal:  Psychol Rev       Date:  2007-04       Impact factor: 8.934

View more
  7 in total

Review 1.  The Developing Infant Creates a Curriculum for Statistical Learning.

Authors:  Linda B Smith; Swapnaa Jayaraman; Elizabeth Clerkin; Chen Yu
Journal:  Trends Cogn Sci       Date:  2018-03-05       Impact factor: 20.229

2.  Memory constraints on infants' cross-situational statistical learning.

Authors:  Haley A Vlach; Scott P Johnson
Journal:  Cognition       Date:  2013-03-29

3.  Divergent thinking in Italian elementary school children: the key role of probabilistic reasoning style.

Authors:  Marco Giancola; Massimiliano Palmiero; Alessia Bocchi; Laura Piccardi; Raffaella Nori; Simonetta D'Amico
Journal:  Cogn Process       Date:  2022-07-26

4.  Naturalistic Developmental Behavioral Interventions: Empirically Validated Treatments for Autism Spectrum Disorder.

Authors:  Laura Schreibman; Geraldine Dawson; Aubyn C Stahmer; Rebecca Landa; Sally J Rogers; Gail G McGee; Connie Kasari; Brooke Ingersoll; Ann P Kaiser; Yvonne Bruinsma; Erin McNerney; Amy Wetherby; Alycia Halladay
Journal:  J Autism Dev Disord       Date:  2015-08

5.  When it hurts (and helps) to try: the role of effort in language learning.

Authors:  Amy S Finn; Taraz Lee; Allison Kraus; Carla L Hudson Kam
Journal:  PLoS One       Date:  2014-07-21       Impact factor: 3.240

Review 6.  Infant perceptual development for faces and spoken words: an integrated approach.

Authors:  Tamara L Watson; Rachel A Robbins; Catherine T Best
Journal:  Dev Psychobiol       Date:  2014-08-04       Impact factor: 3.038

7.  Treatment of Preschool Children With Autism Spectrum Disorder: A Trial to Evaluate a Learning Style Profile Intervention Program in China.

Authors:  Chen-Huan Ma; Ling-Yan Chen; Meng-Fan Li; Dan Wu; Sha-Sha Wang; Yan-Jun Zhao; Jian-Li Shi; Patrick J Rydell; Jin-Jin Chen; Yu Wang
Journal:  Front Pediatr       Date:  2022-03-16       Impact factor: 3.418

  7 in total

北京卡尤迪生物科技股份有限公司 © 2022-2023.