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...
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Series: | PLoS Computational Biology |
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doaj-0547211d65814886a7d564d25fd78a422020-11-25T01:53:40ZengPublic Library of Science (PLoS)PLoS Computational Biology1553-734X1553-73582017-08-01138e100568310.1371/journal.pcbi.1005683Towards a category theory approach to analogy: Analyzing re-representation and acquisition of numerical knowledge.Jairo A NavarretePablo DartnellCategory 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.http://europepmc.org/articles/PMC5589272?pdf=render |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Jairo A Navarrete Pablo Dartnell |
spellingShingle |
Jairo A Navarrete Pablo Dartnell Towards a category theory approach to analogy: Analyzing re-representation and acquisition of numerical knowledge. PLoS Computational Biology |
author_facet |
Jairo A Navarrete Pablo Dartnell |
author_sort |
Jairo A Navarrete |
title |
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_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_sort |
towards a category theory approach to analogy: analyzing re-representation and acquisition of numerical knowledge. |
publisher |
Public Library of Science (PLoS) |
series |
PLoS Computational Biology |
issn |
1553-734X 1553-7358 |
publishDate |
2017-08-01 |
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. |
url |
http://europepmc.org/articles/PMC5589272?pdf=render |
work_keys_str_mv |
AT jairoanavarrete towardsacategorytheoryapproachtoanalogyanalyzingrerepresentationandacquisitionofnumericalknowledge AT pablodartnell towardsacategorytheoryapproachtoanalogyanalyzingrerepresentationandacquisitionofnumericalknowledge |
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