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 language | English |
|---|---|
| Title of host publication | Proceedings of the 40th Annual Conference of the Cognitive Science Society |
| Place of Publication | Austin, TX |
| Publisher | Cognitive Science Society |
| Pages | 762-767 |
| ISBN (Print) | 9780991196784 |
| Publication status | Published - 31 Dec 2018 |
| Event | 40th Annual Meeting of the Cognitive Science Society - Madison, United States Duration: 25 Jul 2018 → 28 Jul 2018 http://www.cognitivesciencesociety.org/conference/cogsci-2018/ |
Conference
| Conference | 40th Annual Meeting of the Cognitive Science Society |
|---|---|
| Abbreviated title | CogSci 2018 |
| Country/Territory | United States |
| City | Madison |
| Period | 25/07/18 → 28/07/18 |
| Internet address |
Keywords / Materials (for Non-textual outputs)
- self directed learning
- interventions
- continous variables
- casual learning
- Bayesian modeling
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40th Annual Meeting of the Cognitive Science Society
Bramley, N. (Presenter)
25 Jul 2018 → 28 Jul 2018Activity: Participating in or organising an event types › Participation in conference
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