Literature DB >> 24703007

Surprise! Infants consider possible bases of generalization for a single input example.

LouAnn Gerken1, Colin Dawson, Razanne Chatila, Josh Tenenbaum.   

Abstract

Infants have been shown to generalize from a small number of input examples. However, existing studies allow two possible means of generalization. One is via a process of noting similarities shared by several examples. Alternatively, generalization may reflect an implicit desire to explain the input. The latter view suggests that generalization might occur when even a single input example is surprising, given the learner's current model of the domain. To test the possibility that infants are able to generalize based on a single example, we familiarized 9-month-olds with a single three-syllable input example that contained either one surprising feature (syllable repetition, Experiment 1) or two features (repetition and a rare syllable, Experiment 2). In both experiments, infants generalized only to new strings that maintained all of the surprising features from familiarization. This research suggests that surprise can promote very rapid generalization.
© 2014 John Wiley & Sons Ltd.

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Year:  2014        PMID: 24703007      PMCID: PMC4188806          DOI: 10.1111/desc.12183

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


  31 in total

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3.  Learning perceptual organization in infancy.

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6.  Infants consider both the sample and the sampling process in inductive generalization.

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Authors:  Fei Xu; Joshua B Tenenbaum
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  14 in total

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Authors:  Brock Ferguson; Steven L Franconeri; Sandra R Waxman
Journal:  PLoS One       Date:  2018-01-02       Impact factor: 3.240

10.  Learning multiple rules simultaneously: Affixes are more salient than reduplications.

Authors:  Judit Gervain; Ansgar D Endress
Journal:  Mem Cognit       Date:  2017-04
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