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Representational change is integral to reasoning

Reasoning is the derivation of new knowledge from old. The reasoner must represent both the old and new knowledge. This representation will change as reasoning proceeds. This change will not just be the addition of the new knowledge. We claim that the representation of the old knowledge will also of...

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Detalles Bibliográficos
Autores principales: Bundy, Alan, Li, Xue
Formato: Online Artículo Texto
Lenguaje:English
Publicado: The Royal Society 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10239678/
https://www.ncbi.nlm.nih.gov/pubmed/37271170
http://dx.doi.org/10.1098/rsta.2022.0052
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author Bundy, Alan
Li, Xue
author_facet Bundy, Alan
Li, Xue
author_sort Bundy, Alan
collection PubMed
description Reasoning is the derivation of new knowledge from old. The reasoner must represent both the old and new knowledge. This representation will change as reasoning proceeds. This change will not just be the addition of the new knowledge. We claim that the representation of the old knowledge will also often change as a side effect of the reasoning process. For instance, the old knowledge may contain errors, be insufficiently detailed or require new concepts to be introduced. Representational change triggered by reasoning is a common feature of human reasoning but it has been neglected both in Cognitive Science and Artificial Intelligence. We aim to put that right. We exemplify this claim by analysing Imre Lakatos’s rational reconstruction of the evolution of mathematical methodology. We then describe the abduction, belief revision and conceptual change (ABC) theory repair system, which can automate such representational change. We further claim that the ABC system has a diverse range of applications to successfully repair faulty representations. This article is part of a discussion meeting issue ‘Cognitive artificial intelligence’.
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spelling pubmed-102396782023-06-05 Representational change is integral to reasoning Bundy, Alan Li, Xue Philos Trans A Math Phys Eng Sci Articles Reasoning is the derivation of new knowledge from old. The reasoner must represent both the old and new knowledge. This representation will change as reasoning proceeds. This change will not just be the addition of the new knowledge. We claim that the representation of the old knowledge will also often change as a side effect of the reasoning process. For instance, the old knowledge may contain errors, be insufficiently detailed or require new concepts to be introduced. Representational change triggered by reasoning is a common feature of human reasoning but it has been neglected both in Cognitive Science and Artificial Intelligence. We aim to put that right. We exemplify this claim by analysing Imre Lakatos’s rational reconstruction of the evolution of mathematical methodology. We then describe the abduction, belief revision and conceptual change (ABC) theory repair system, which can automate such representational change. We further claim that the ABC system has a diverse range of applications to successfully repair faulty representations. This article is part of a discussion meeting issue ‘Cognitive artificial intelligence’. The Royal Society 2023-07-24 2023-06-05 /pmc/articles/PMC10239678/ /pubmed/37271170 http://dx.doi.org/10.1098/rsta.2022.0052 Text en © 2023 The Authors. https://creativecommons.org/licenses/by/4.0/Published by the Royal Society under the terms of the Creative Commons Attribution License http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, provided the original author and source are credited.
spellingShingle Articles
Bundy, Alan
Li, Xue
Representational change is integral to reasoning
title Representational change is integral to reasoning
title_full Representational change is integral to reasoning
title_fullStr Representational change is integral to reasoning
title_full_unstemmed Representational change is integral to reasoning
title_short Representational change is integral to reasoning
title_sort representational change is integral to reasoning
topic Articles
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10239678/
https://www.ncbi.nlm.nih.gov/pubmed/37271170
http://dx.doi.org/10.1098/rsta.2022.0052
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