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Similarity-based reasoning in conceptual spaces

Whereas the validity of deductive inferences can be characterized in terms of their logical form, this is not true for all inferences that appear pre-theoretically valid. Nonetheless, philosophers have argued that at least some of those inferences—sometimes called “similarity-based inferences” —can...

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Autores principales: Douven, Igor, Verheyen, Steven, Elqayam, Shira, Gärdenfors, Peter, Osta-Vélez, Matías
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10508908/
https://www.ncbi.nlm.nih.gov/pubmed/37731876
http://dx.doi.org/10.3389/fpsyg.2023.1234483
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author Douven, Igor
Verheyen, Steven
Elqayam, Shira
Gärdenfors, Peter
Osta-Vélez, Matías
author_facet Douven, Igor
Verheyen, Steven
Elqayam, Shira
Gärdenfors, Peter
Osta-Vélez, Matías
author_sort Douven, Igor
collection PubMed
description Whereas the validity of deductive inferences can be characterized in terms of their logical form, this is not true for all inferences that appear pre-theoretically valid. Nonetheless, philosophers have argued that at least some of those inferences—sometimes called “similarity-based inferences” —can be given a formal treatment with the help of similarity spaces, which are mathematical spaces purporting to represent human similarity judgments. In these inferences, we conclude that a given property pertains to a category of items on the grounds that the same property pertains to a similar category of items. We look at a specific proposal according to which the strength of such inferences is a function of the distance, as measured in the appropriate similarity space, between the category referenced in the premise and the category referenced in the conclusion. We report the outcomes of three studies that all support the said proposal.
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spelling pubmed-105089082023-09-20 Similarity-based reasoning in conceptual spaces Douven, Igor Verheyen, Steven Elqayam, Shira Gärdenfors, Peter Osta-Vélez, Matías Front Psychol Psychology Whereas the validity of deductive inferences can be characterized in terms of their logical form, this is not true for all inferences that appear pre-theoretically valid. Nonetheless, philosophers have argued that at least some of those inferences—sometimes called “similarity-based inferences” —can be given a formal treatment with the help of similarity spaces, which are mathematical spaces purporting to represent human similarity judgments. In these inferences, we conclude that a given property pertains to a category of items on the grounds that the same property pertains to a similar category of items. We look at a specific proposal according to which the strength of such inferences is a function of the distance, as measured in the appropriate similarity space, between the category referenced in the premise and the category referenced in the conclusion. We report the outcomes of three studies that all support the said proposal. Frontiers Media S.A. 2023-09-05 /pmc/articles/PMC10508908/ /pubmed/37731876 http://dx.doi.org/10.3389/fpsyg.2023.1234483 Text en Copyright © 2023 Douven, Verheyen, Elqayam, Gärdenfors and Osta-Vélez. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
spellingShingle Psychology
Douven, Igor
Verheyen, Steven
Elqayam, Shira
Gärdenfors, Peter
Osta-Vélez, Matías
Similarity-based reasoning in conceptual spaces
title Similarity-based reasoning in conceptual spaces
title_full Similarity-based reasoning in conceptual spaces
title_fullStr Similarity-based reasoning in conceptual spaces
title_full_unstemmed Similarity-based reasoning in conceptual spaces
title_short Similarity-based reasoning in conceptual spaces
title_sort similarity-based reasoning in conceptual spaces
topic Psychology
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10508908/
https://www.ncbi.nlm.nih.gov/pubmed/37731876
http://dx.doi.org/10.3389/fpsyg.2023.1234483
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