Children’s causal interventions combine discrimination and confirmation

Yuan Meng, Neil Bramley, Fei Xu

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Abstract

Like scientists, children have a sharp sense of when and how to seek evidence, but when it comes to generating causal interventions, their performance often falls short of normative information-theoretic metrics such as the expected information gain (EIG). We looked at whether this deviation resulted from mixing discriminatory strategies such as maximizing EIG with confirmatory strategies such as the positive test strategy (PTS). Thirty-nine 5- to -7-year-olds solved 6 puzzles where they had one opportunity to intervene on a three-node causal system to identify the correct structure from two possibilities. Children's intervention choices were better fit by a Bayesian model that incorporated EIG and PTS compared to alternative models that only considered a single strategy or selected interventions at random. Our findings suggest that children's intervention strategy may be a combination of discrimination and confirmation.
Original languageEnglish
Title of host publicationProceedings of the 40th Annual Conference of the Cognitive Science Society
Place of PublicationAustin, TX
PublisherCognitive Science Society
Pages762-767
ISBN (Print)9780991196784
Publication statusPublished - 31 Dec 2018
Event40th Annual Meeting of the Cognitive Science Society - Madison, United States
Duration: 25 Jul 201828 Jul 2018
http://www.cognitivesciencesociety.org/conference/cogsci-2018/

Conference

Conference40th Annual Meeting of the Cognitive Science Society
Abbreviated titleCogSci 2018
Country/TerritoryUnited States
CityMadison
Period25/07/1828/07/18
Internet address

Keywords / Materials (for Non-textual outputs)

  • self directed learning
  • interventions
  • continous variables
  • casual learning
  • Bayesian modeling

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