Hybrid case-based reasoning
- 1 December 1994
- journal article
- research article
- Published by Cambridge University Press (CUP) in The Knowledge Engineering Review
- Vol. 9 (4) , 383-397
- https://doi.org/10.1017/s0269888900007116
Abstract
This paper reviews a number of hybrid Case-Based Reasoning (CBR) systems. These systems are hybrid because the CBR components cooperate with one or more “co-reasoners” which employ a different type of reasoning strategy (e.g. qualitative simulation, constraint satisfaction, etc.). In this paper, we propose that CBR is in fact an inherently hybrid process. We review a number of systems and identify three classes of architecture which have been used for hybrid systems. We believe that to successfully exploit a co-reasoner within a CBR system it is necessary to analyse where, when, why and how the information provided by the co-reasoner will be used. We propose the KADS methodology as a suitable way of performing such an analysis and illustrate its use by example. We conclude by considering the control issues associated with the construction of hybrid CBR systems. We review the requirements of such systems and consider how well the two existing cooperation architectures match those requirements.Keywords
This publication has 11 references indexed in Scilit:
- PANDA: A case-based system to aid novice designersArtificial Intelligence for Engineering Design, Analysis and Manufacturing, 1993
- DEJAVU: Case-based reasoning for mechanical designArtificial Intelligence for Engineering Design, Analysis and Manufacturing, 1993
- CADSYN: A case-based design process modelArtificial Intelligence for Engineering Design, Analysis and Manufacturing, 1993
- Exploring case-Based building design—CADREArtificial Intelligence for Engineering Design, Analysis and Manufacturing, 1993
- What Is Case-Based Reasoning?Published by Elsevier ,1993
- An Investigation of the Roles of Problem-Solving Methods in DiagnosisPublished by Springer Nature ,1993
- Second Generation Expert Systems: A Step Forward in Knowledge EngineeringPublished by Springer Nature ,1993
- CABARET: rule interpretation in a hybrid architectureInternational Journal of Man-Machine Studies, 1991
- Building explanations from rules and structured casesInternational Journal of Man-Machine Studies, 1991
- A transformational approach to case-based synthesisArtificial Intelligence for Engineering Design, Analysis and Manufacturing, 1991