Literature DB >> 29519675

The Developing Infant Creates a Curriculum for Statistical Learning.

Linda B Smith1, Swapnaa Jayaraman2, Elizabeth Clerkin2, Chen Yu2.   

Abstract

New efforts are using head cameras and eye-trackers worn by infants to capture everyday visual environments from the point of view of the infant learner. From this vantage point, the training sets for statistical learning develop as the sensorimotor abilities of the infant develop, yielding a series of ordered datasets for visual learning that differ in content and structure between timepoints but are highly selective at each timepoint. These changing environments may constitute a developmentally ordered curriculum that optimizes learning across many domains. Future advances in computational models will be necessary to connect the developmentally changing content and statistics of infant experience to the internal machinery that does the learning.
Copyright © 2018 Elsevier Ltd. All rights reserved.

Entities:  

Keywords:  egocentric vision; face perception; object perception; statistical learning

Mesh:

Year:  2018        PMID: 29519675      PMCID: PMC5866780          DOI: 10.1016/j.tics.2018.02.004

Source DB:  PubMed          Journal:  Trends Cogn Sci        ISSN: 1364-6613            Impact factor:   20.229


  68 in total

1.  Early Word Comprehension in Infants: Replication and Extension.

Authors:  Elika Bergelson; Daniel Swingley
Journal:  Lang Learn Dev       Date:  2014-12-13

2.  Talking to children matters: early language experience strengthens processing and builds vocabulary.

Authors:  Adriana Weisleder; Anne Fernald
Journal:  Psychol Sci       Date:  2013-09-10

Review 3.  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

4.  Some views are better than others: evidence for a visual bias in object views self-generated by toddlers.

Authors:  Karin H James; Susan S Jones; Shelley Swain; Alfredo Pereira; Linda B Smith
Journal:  Dev Sci       Date:  2014-01-11

5.  Watch the hands: infants can learn to follow gaze by seeing adults manipulate objects.

Authors:  Gedeon O Deák; Anna M Krasno; Jochen Triesch; Joshua Lewis; Leigh Sepeta
Journal:  Dev Sci       Date:  2014-01-04

6.  A Bootstrapping Model of Frequency and Context Effects in Word Learning.

Authors:  George Kachergis; Chen Yu; Richard M Shiffrin
Journal:  Cogn Sci       Date:  2016-03-14

7.  What's in View for Toddlers? Using a Head Camera to Study Visual Experience.

Authors:  Hanako Yoshida; Linda B Smith
Journal:  Infancy       Date:  2008-05

8.  The effects of early experience on face recognition: an event-related potential study of institutionalized children in Romania.

Authors:  Margaret C Moulson; Alissa Westerlund; Nathan A Fox; Charles H Zeanah; Charles A Nelson
Journal:  Child Dev       Date:  2009 Jul-Aug

9.  Learning from their own actions: the unique effect of producing actions on infants' action understanding.

Authors:  Sarah A Gerson; Amanda L Woodward
Journal:  Child Dev       Date:  2013-05-03

10.  Joint attention without gaze following: human infants and their parents coordinate visual attention to objects through eye-hand coordination.

Authors:  Chen Yu; Linda B Smith
Journal:  PLoS One       Date:  2013-11-13       Impact factor: 3.240

View more
  32 in total

1.  Infant and Adult Brains Are Coupled to the Dynamics of Natural Communication.

Authors:  Elise A Piazza; Liat Hasenfratz; Uri Hasson; Casey Lew-Williams
Journal:  Psychol Sci       Date:  2019-12-17

2.  The prevalence and importance of statistical learning in human cognition and behavior.

Authors:  Brynn E Sherman; Kathryn N Graves; Nicholas B Turk-Browne
Journal:  Curr Opin Behav Sci       Date:  2020-02-29

Review 3.  Emotional Expressions Reconsidered: Challenges to Inferring Emotion From Human Facial Movements.

Authors:  Lisa Feldman Barrett; Ralph Adolphs; Stacy Marsella; Aleix M Martinez; Seth D Pollak
Journal:  Psychol Sci Public Interest       Date:  2019-07

4.  Infant exuberant object play at home: Immense amounts of time-distributed, variable practice.

Authors:  Orit Herzberg; Katelyn K Fletcher; Jacob L Schatz; Karen E Adolph; Catherine S Tamis-LeMonda
Journal:  Child Dev       Date:  2021-09-13

5.  Child-oriented word associations improve models of early word learning.

Authors:  Christopher R Cox; Eileen Haebig
Journal:  Behav Res Methods       Date:  2022-03-07

6.  Sampling to learn words: Adults and children sample words that reduce referential ambiguity.

Authors:  Martin Zettersten; Jenny R Saffran
Journal:  Dev Sci       Date:  2020-12-07

7.  Social origins of self-regulated attention during infancy and their disruption in autism spectrum disorder: Implications for early intervention.

Authors:  Michael S Gaffrey; Sarah Markert; Chen Yu
Journal:  Dev Psychopathol       Date:  2020-10

8.  Statistical language learning in infancy.

Authors:  Jenny R Saffran
Journal:  Child Dev Perspect       Date:  2020-01-19

9.  Visual experience is not necessary for the development of face-selectivity in the lateral fusiform gyrus.

Authors:  N Apurva Ratan Murty; Santani Teng; David Beeler; Anna Mynick; Aude Oliva; Nancy Kanwisher
Journal:  Proc Natl Acad Sci U S A       Date:  2020-08-24       Impact factor: 11.205

Review 10.  Face Recognition by Humans and Machines: Three Fundamental Advances from Deep Learning.

Authors:  Alice J O'Toole; Carlos D Castillo
Journal:  Annu Rev Vis Sci       Date:  2021-08-04       Impact factor: 7.745

View more

北京卡尤迪生物科技股份有限公司 © 2022-2023.