Literature DB >> 18378901

Intuitive statistics by 8-month-old infants.

Fei Xu1, Vashti Garcia.   

Abstract

Human learners make inductive inferences based on small amounts of data: we generalize from samples to populations and vice versa. The academic discipline of statistics formalizes these intuitive statistical inferences. What is the origin of this ability? We report six experiments investigating whether 8-month-old infants are "intuitive statisticians." Our results showed that, given a sample, the infants were able to make inferences about the population from which the sample had been drawn. Conversely, given information about the entire population of relatively small size, the infants were able to make predictions about the sample. Our findings provide evidence that infants possess a powerful mechanism for inductive learning, either using heuristics or basic principles of probability. This ability to make inferences based on samples or information about the population develops early and in the absence of schooling or explicit teaching. Human infants may be rational learners from very early in development.

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Year:  2008        PMID: 18378901      PMCID: PMC2278207          DOI: 10.1073/pnas.0704450105

Source DB:  PubMed          Journal:  Proc Natl Acad Sci U S A        ISSN: 0027-8424            Impact factor:   11.205


  11 in total

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2.  Large number discrimination in 6-month-old infants.

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3.  Theory-based Bayesian models of inductive learning and reasoning.

Authors:  Joshua B Tenenbaum; Thomas L Griffiths; Charles Kemp
Journal:  Trends Cogn Sci       Date:  2006-06-22       Impact factor: 20.229

4.  Judgment under Uncertainty: Heuristics and Biases.

Authors:  A Tversky; D Kahneman
Journal:  Science       Date:  1974-09-27       Impact factor: 47.728

5.  Statistical learning by 8-month-old infants.

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Journal:  Science       Date:  1996-12-13       Impact factor: 47.728

6.  Wild rhesus monkeys generate causal inferences about possible and impossible physical transformations in the absence of experience.

Authors:  Marc Hauser; Bailey Spaulding
Journal:  Proc Natl Acad Sci U S A       Date:  2006-04-25       Impact factor: 11.205

7.  Vision as Bayesian inference: analysis by synthesis?

Authors:  Alan Yuille; Daniel Kersten
Journal:  Trends Cogn Sci       Date:  2006-06-19       Impact factor: 20.229

8.  Do 15-month-old infants understand false beliefs?

Authors:  Kristine H Onishi; Renée Baillargeon
Journal:  Science       Date:  2005-04-08       Impact factor: 47.728

9.  Intuitions of probabilities shape expectations about the future at 12 months and beyond.

Authors:  Erno Téglás; Vittorio Girotto; Michel Gonzalez; Luca L Bonatti
Journal:  Proc Natl Acad Sci U S A       Date:  2007-11-19       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

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  45 in total

1.  Attributing false beliefs about non-obvious properties at 18 months.

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Journal:  Cogn Psychol       Date:  2010-11-02       Impact factor: 3.468

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Journal:  Cognition       Date:  2019-03-16

5.  Once a frog-lover, always a frog-lover?: Infants' goal generalization is influenced by the nature of accompanying speech.

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6.  Young children use statistical sampling to infer the preferences of other people.

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Journal:  Psychol Sci       Date:  2010-07-09

7.  Children's attention to sample composition in learning, teaching and discovery.

Authors:  Marjorie Rhodes; Susan A Gelman; Daniel Brickman
Journal:  Dev Sci       Date:  2010-05

8.  Expectations about single event probabilities in the first year of life: The influence of perceptual and statistical information.

Authors:  Chris A Lawson; David H Rakison
Journal:  Infancy       Date:  2013-11

9.  Non-symbolic halving in an Amazonian indigene group.

Authors:  Koleen McCrink; Elizabeth S Spelke; Stanislas Dehaene; Pierre Pica
Journal:  Dev Sci       Date:  2013-05

10.  Infants' representations of same and different in match- and non-match-to-sample.

Authors:  Jean-Rémy Hochmann; Shilpa Mody; Susan Carey
Journal:  Cogn Psychol       Date:  2016-03-09       Impact factor: 3.468

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