Literature DB >> 22201450

Occam's rattle: children's use of simplicity and probability to constrain inference.

Elizabeth Baraff Bonawitz1, Tania Lombrozo.   

Abstract

A growing literature suggests that generating and evaluating explanations is a key mechanism for learning and inference, but little is known about how children generate and select competing explanations. This study investigates whether young children prefer explanations that are simple, where simplicity is quantified as the number of causes invoked in an explanation, and how this preference is reconciled with probability information. Both preschool-aged children and adults were asked to explain an event that could be generated by 1 or 2 causes, where the probabilities of the causes varied across conditions. In 2 experiments, it was found that children preferred explanations involving 1 cause over 2 but were also sensitive to the probability of competing explanations. Adults, in contrast, responded on the basis of probability alone. These data suggest that children employ a principle of parsimony like Occam's razor as an inductive constraint and that this constraint is employed when more reliable bases for inference are unavailable.

Entities:  

Mesh:

Year:  2011        PMID: 22201450     DOI: 10.1037/a0026471

Source DB:  PubMed          Journal:  Dev Psychol        ISSN: 0012-1649


  11 in total

1.  Young Children Prefer and Remember Satisfying Explanations.

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2.  Successful structure learning from observational data.

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Review 3.  The simplicity principle in perception and cognition.

Authors:  Jacob Feldman
Journal:  Wiley Interdiscip Rev Cogn Sci       Date:  2016-07-29

4.  The double-edged sword of pedagogy: Instruction limits spontaneous exploration and discovery.

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Journal:  Cognition       Date:  2011-01-08

5.  Effects of explaining on children's preference for simpler hypotheses.

Authors:  Caren M Walker; Elizabeth Bonawitz; Tania Lombrozo
Journal:  Psychon Bull Rev       Date:  2017-10

6.  Probabilistic alternatives to Bayesianism: the case of explanationism.

Authors:  Igor Douven; Jonah N Schupbach
Journal:  Front Psychol       Date:  2015-04-27

7.  Determinants of Judgments of Explanatory Power: Credibility, Generality, and Statistical Relevance.

Authors:  Matteo Colombo; Leandra Bucher; Jan Sprenger
Journal:  Front Psychol       Date:  2017-09-04

8.  Group conquers efficacy: Preschoolers' imitation under conflict between minimal group membership and behavior efficacy.

Authors:  Yuanyuan Li; Yifan Liao; Yuang Cheng; Jie He
Journal:  PLoS One       Date:  2019-09-26       Impact factor: 3.240

9.  Explanatory preferences for complexity matching.

Authors:  Jonathan B Lim; Daniel M Oppenheimer
Journal:  PLoS One       Date:  2020-04-21       Impact factor: 3.240

Review 10.  Logical word learning: The case of kinship.

Authors:  Francis Mollica; Steven T Piantadosi
Journal:  Psychon Bull Rev       Date:  2021-12-16
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