Representational change is integral to reasoning
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Published:2023-06-05
Issue:2251
Volume:381
Page:
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ISSN:1364-503X
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Container-title:Philosophical Transactions of the Royal Society A: Mathematical, Physical and Engineering Sciences
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language:en
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Short-container-title:Phil. Trans. R. Soc. A.
Author:
Bundy Alan1ORCID,
Li Xue1ORCID
Affiliation:
1. School of Informatics, University of Edinburgh, Edinburgh, UK
Abstract
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’.
Funder
The Edinburgh Laboratory for Integrated Artificial Intelligence
Multi-source Knowledge Reasoning for Completeness and Continuous Enrichment
Toward Human-Machine Virtual Bargaining.
Publisher
The Royal Society
Subject
General Physics and Astronomy,General Engineering,General Mathematics
Cited by
1 articles.
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1. Introduction to ‘Cognitive artificial intelligence’;Philosophical Transactions of the Royal Society A: Mathematical, Physical and Engineering Sciences;2023-06-05