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Retrieval, reuse, revision and retention in case-based reasoning.

Mantaras, Ramon Lopez De; McSherry, David; Bridge, Derek; Leake, David; Smyth, Barry; Craw, Susan; Faltings, Boi; Maher, Mary Lou; Cox, Michael T.; Forbus, Kenneth; Keane, Mark; Aamodt, Agnar; Watson, Ian

Authors

Ramon Lopez De Mantaras

David McSherry

Derek Bridge

David Leake

Barry Smyth

Boi Faltings

Mary Lou Maher

Michael T. Cox

Kenneth Forbus

Mark Keane

Agnar Aamodt

Ian Watson



Abstract

Case-based reasoning (CBR) is an approach to problem solving that emphasizes the role of prior experience during future problem solving (i.e., new problems are solved by reusing and if necessary adapting the solutions to similar problems that were solved in the past). It has enjoyed considerable success in a wide variety of problem solving tasks and domains. Following a brief overview of the traditional problem-solving cycle in CBR, we examine the cognitive science foundations of CBR and its relationship to analogical reasoning. We then review a representative selection of CBR research in the past few decades on aspects of retrieval, reuse, revision, and retention.

Journal Article Type Article
Publication Date Sep 30, 2005
Journal Knowledge engineering review
Print ISSN 0269-8889
Electronic ISSN 1469-8005
Publisher Cambridge University Press (CUP)
Peer Reviewed Peer Reviewed
Volume 20
Issue 3
Pages 215-240
Institution Citation DE MANTARAS, R.L., MCSHERRY, D., BRIDGE, D., LEAKE, D., SMYTH, B., CRAW, S., FALTINGS, B., MAHER, M.L., COX, M.T., FORBUS, K., KEANE, M., AAMODT, A. and WATSON, I. 2005. Retrieval, reuse, revision and retention in case-based reasoning. Knowledge engineering review [online], 20(3), pages 215-240. Available from: https://doi.org/10.1017/S0269888906000646
DOI https://doi.org/10.1017/S0269888906000646
Keywords Case based reasoning

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