Representational change is integral to reasoning

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

Reference29 articles.

1. Proofs and Refutations

2. Non-standard Analysis

3. Li X Bundy A Smaill A. 2018 ABC repair system for Datalog-like theories. In KEOD Seville Spain 18–20 September pp. 333–340. SITEPRESS Digital Library.

4. Li X Bundy A. 2022 An overview of the ABC repair system for Datalog-like theories. In The Third of Int. Workshop on Human-Like Computing Cumberland Lodge Windsor Great Park 28–30 September.  CEUR Workshop Proceedings.

5. Linear resolution with selection function

Cited by 1 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. Introduction to ‘Cognitive artificial intelligence’;Philosophical Transactions of the Royal Society A: Mathematical, Physical and Engineering Sciences;2023-06-05

同舟云学术

1.学者识别学者识别

2.学术分析学术分析

3.人才评估人才评估

"同舟云学术"是以全球学者为主线,采集、加工和组织学术论文而形成的新型学术文献查询和分析系统,可以对全球学者进行文献检索和人才价值评估。用户可以通过关注某些学科领域的顶尖人物而持续追踪该领域的学科进展和研究前沿。经过近期的数据扩容,当前同舟云学术共收录了国内外主流学术期刊6万余种,收集的期刊论文及会议论文总量共计约1.5亿篇,并以每天添加12000余篇中外论文的速度递增。我们也可以为用户提供个性化、定制化的学者数据。欢迎来电咨询!咨询电话:010-8811{复制后删除}0370

www.globalauthorid.com

TOP

Copyright © 2019-2024 北京同舟云网络信息技术有限公司
京公网安备11010802033243号  京ICP备18003416号-3