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Towards a category theory approach to analogy: Analyzing re-representation and acquisition of numerical knowledge
Category Theory, a branch of mathematics, has shown promise as a modeling framework for higher-level cognition. We introduce an algebraic model for analogy that uses the language of category theory to explore analogy-related cognitive phenomena. To illustrate the potential of this approach, we use t...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2017
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5589272/ https://www.ncbi.nlm.nih.gov/pubmed/28841643 http://dx.doi.org/10.1371/journal.pcbi.1005683 |
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author | Navarrete, Jairo A. Dartnell, Pablo |
author_facet | Navarrete, Jairo A. Dartnell, Pablo |
author_sort | Navarrete, Jairo A. |
collection | PubMed |
description | Category Theory, a branch of mathematics, has shown promise as a modeling framework for higher-level cognition. We introduce an algebraic model for analogy that uses the language of category theory to explore analogy-related cognitive phenomena. To illustrate the potential of this approach, we use this model to explore three objects of study in cognitive literature. First, (a) we use commutative diagrams to analyze an effect of playing particular educational board games on the learning of numbers. Second, (b) we employ a notion called coequalizer as a formal model of re-representation that explains a property of computational models of analogy called “flexibility” whereby non-similar representational elements are considered matches and placed in structural correspondence. Finally, (c) we build a formal learning model which shows that re-representation, language processing and analogy making can explain the acquisition of knowledge of rational numbers. These objects of study provide a picture of acquisition of numerical knowledge that is compatible with empirical evidence and offers insights on possible connections between notions such as relational knowledge, analogy, learning, conceptual knowledge, re-representation and procedural knowledge. This suggests that the approach presented here facilitates mathematical modeling of cognition and provides novel ways to think about analogy-related cognitive phenomena. |
format | Online Article Text |
id | pubmed-5589272 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2017 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-55892722017-09-15 Towards a category theory approach to analogy: Analyzing re-representation and acquisition of numerical knowledge Navarrete, Jairo A. Dartnell, Pablo PLoS Comput Biol Research Article Category Theory, a branch of mathematics, has shown promise as a modeling framework for higher-level cognition. We introduce an algebraic model for analogy that uses the language of category theory to explore analogy-related cognitive phenomena. To illustrate the potential of this approach, we use this model to explore three objects of study in cognitive literature. First, (a) we use commutative diagrams to analyze an effect of playing particular educational board games on the learning of numbers. Second, (b) we employ a notion called coequalizer as a formal model of re-representation that explains a property of computational models of analogy called “flexibility” whereby non-similar representational elements are considered matches and placed in structural correspondence. Finally, (c) we build a formal learning model which shows that re-representation, language processing and analogy making can explain the acquisition of knowledge of rational numbers. These objects of study provide a picture of acquisition of numerical knowledge that is compatible with empirical evidence and offers insights on possible connections between notions such as relational knowledge, analogy, learning, conceptual knowledge, re-representation and procedural knowledge. This suggests that the approach presented here facilitates mathematical modeling of cognition and provides novel ways to think about analogy-related cognitive phenomena. Public Library of Science 2017-08-25 /pmc/articles/PMC5589272/ /pubmed/28841643 http://dx.doi.org/10.1371/journal.pcbi.1005683 Text en © 2017 Navarrete, Dartnell http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Research Article Navarrete, Jairo A. Dartnell, Pablo Towards a category theory approach to analogy: Analyzing re-representation and acquisition of numerical knowledge |
title | Towards a category theory approach to analogy: Analyzing re-representation and acquisition of numerical knowledge |
title_full | Towards a category theory approach to analogy: Analyzing re-representation and acquisition of numerical knowledge |
title_fullStr | Towards a category theory approach to analogy: Analyzing re-representation and acquisition of numerical knowledge |
title_full_unstemmed | Towards a category theory approach to analogy: Analyzing re-representation and acquisition of numerical knowledge |
title_short | Towards a category theory approach to analogy: Analyzing re-representation and acquisition of numerical knowledge |
title_sort | towards a category theory approach to analogy: analyzing re-representation and acquisition of numerical knowledge |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5589272/ https://www.ncbi.nlm.nih.gov/pubmed/28841643 http://dx.doi.org/10.1371/journal.pcbi.1005683 |
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