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Similarity and Categorization$
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Ulrike Hahn and Michael Ramscar

Print publication date: 2001

Print ISBN-13: 9780198506287

Published to Oxford Scholarship Online: March 2012

DOI: 10.1093/acprof:oso/9780198506287.001.0001

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Issues in case-based reasoning

Issues in case-based reasoning

Chapter:
(p.131) 8 Issues in case-based reasoning
Source:
Similarity and Categorization
Author(s):

Abraham Rodríguez Rodríguez

Publisher:
Oxford University Press
DOI:10.1093/acprof:oso/9780198506287.003.0008

This chapter provides an introduction to the paradigm of case-based reasoning, an approach to the design of knowledge-based systems which implements the idea that classification and problem-solving depend crucially on remembering similar past episodes. At the heart of any case-based system is a standard sequence of steps that has been described in detail, summarized as ‘retrieve, reuse, revise, and retain’. As a field, CBR has rapidly reached maturity, as evidenced by the number of commercial applications in use, as well as the existence of numerous development tools and methodologies. The current technological level in the field allows rapid development of help-desk-like applications, which are characterized by the simplicity of their representational structures and similarity function. However, limitations of current technology become apparent with more complex tasks.

Keywords:   case-based reasoning, knowledge-based systems, problem-solving, representational structures, similarity function, complex tasks

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