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The Child as Econometrician: A Rational Model of Preference Understanding in Children

Recent work has shown that young children can learn about preferences by observing the choices and emotional reactions of other people, but there is no unified account of how this learning occurs. We show that a rational model, built on ideas from economics and computer science, explains the behavio...

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Autores principales: Lucas, Christopher G., Griffiths, Thomas L., Xu, Fei, Fawcett, Christine, Gopnik, Alison, Kushnir, Tamar, Markson, Lori, Hu, Jane
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2014
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3965422/
https://www.ncbi.nlm.nih.gov/pubmed/24667309
http://dx.doi.org/10.1371/journal.pone.0092160
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author Lucas, Christopher G.
Griffiths, Thomas L.
Xu, Fei
Fawcett, Christine
Gopnik, Alison
Kushnir, Tamar
Markson, Lori
Hu, Jane
author_facet Lucas, Christopher G.
Griffiths, Thomas L.
Xu, Fei
Fawcett, Christine
Gopnik, Alison
Kushnir, Tamar
Markson, Lori
Hu, Jane
author_sort Lucas, Christopher G.
collection PubMed
description Recent work has shown that young children can learn about preferences by observing the choices and emotional reactions of other people, but there is no unified account of how this learning occurs. We show that a rational model, built on ideas from economics and computer science, explains the behavior of children in several experiments, and offers new predictions as well. First, we demonstrate that when children use statistical information to learn about preferences, their inferences match the predictions of a simple econometric model. Next, we show that this same model can explain children's ability to learn that other people have preferences similar to or different from their own and use that knowledge to reason about the desirability of hidden objects. Finally, we use the model to explain a developmental shift in preference understanding.
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spelling pubmed-39654222014-03-27 The Child as Econometrician: A Rational Model of Preference Understanding in Children Lucas, Christopher G. Griffiths, Thomas L. Xu, Fei Fawcett, Christine Gopnik, Alison Kushnir, Tamar Markson, Lori Hu, Jane PLoS One Research Article Recent work has shown that young children can learn about preferences by observing the choices and emotional reactions of other people, but there is no unified account of how this learning occurs. We show that a rational model, built on ideas from economics and computer science, explains the behavior of children in several experiments, and offers new predictions as well. First, we demonstrate that when children use statistical information to learn about preferences, their inferences match the predictions of a simple econometric model. Next, we show that this same model can explain children's ability to learn that other people have preferences similar to or different from their own and use that knowledge to reason about the desirability of hidden objects. Finally, we use the model to explain a developmental shift in preference understanding. Public Library of Science 2014-03-25 /pmc/articles/PMC3965422/ /pubmed/24667309 http://dx.doi.org/10.1371/journal.pone.0092160 Text en © 2014 Lucas et al http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited.
spellingShingle Research Article
Lucas, Christopher G.
Griffiths, Thomas L.
Xu, Fei
Fawcett, Christine
Gopnik, Alison
Kushnir, Tamar
Markson, Lori
Hu, Jane
The Child as Econometrician: A Rational Model of Preference Understanding in Children
title The Child as Econometrician: A Rational Model of Preference Understanding in Children
title_full The Child as Econometrician: A Rational Model of Preference Understanding in Children
title_fullStr The Child as Econometrician: A Rational Model of Preference Understanding in Children
title_full_unstemmed The Child as Econometrician: A Rational Model of Preference Understanding in Children
title_short The Child as Econometrician: A Rational Model of Preference Understanding in Children
title_sort child as econometrician: a rational model of preference understanding in children
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3965422/
https://www.ncbi.nlm.nih.gov/pubmed/24667309
http://dx.doi.org/10.1371/journal.pone.0092160
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