A retrieval strategy for case-based reasoning using similarity and association knowledge

YB Kang, S Krishnaswamy… - IEEE transactions on …, 2013 - ieeexplore.ieee.org
Retrieval is a key phase in case-based reasoning (CBR), since it lays the foundation for the
overall effectiveness of CBR systems. Its aim is to retrieve useful cases that can be used to …

Maintaining Retrieval Knowledge in a Case‐Based Reasoning System

S Craw, J Jarmulak, R Rowe - Computational Intelligence, 2001 - Wiley Online Library
The knowledge stored in a case base is central to the problem solving of a case‐based
reasoning (CBR) system. Therefore, case‐base maintenance is a key component of …

Genetic algorithms to optimise CBR retrieval

J Jarmulak, S Craw, R Rowe - European Workshop on Advances in Case …, 2000 - Springer
Abstract Knowledge in a case-based reasoning (CBR) system is often more extensive than
simply the cases, therefore knowledge engineering may still be very demanding. This paper …

An association-based case reduction technique for case-based reasoning

CH Liu, LS Chen, CC Hsu - Information Sciences, 2008 - Elsevier
Case-based reasoning (CBR) is a type of problem solving technique which uses previous
cases to solve new, unseen and different problems. Although a larger number of cases in …

Learning to refine indexing by introspective reasoning

S Fox, DB Leake - International Conference on Case-Based Reasoning, 1995 - Springer
A significant problem for case-based reasoning (CBR) systems is determining the features to
use in judging case similarity for retrieval. We describe research that addresses the feature …

A taxonomy of similarity mechanisms for case-based reasoning

P Cunningham - IEEE Transactions on Knowledge and Data …, 2008 - ieeexplore.ieee.org
Assessing the similarity between cases is a key aspect of the retrieval phase in case-based
reasoning (CBR). In most CBR work, similarity is assessed based on feature value …

Integration of a methodology for cluster-based retrieval in jcolibri

A Fornells, JA Recio-García, B Díaz-Agudo… - Case-Based Reasoning …, 2009 - Springer
One of the key issues in Case-Based Reasoning (CBR) systems is the efficient retrieval of
cases when the case base is huge and/or it contains uncertainty and partial knowledge …

Redesigning case retrieval to reduce information acquisition costs

VS Mookerjee, MV Mannino - Information Systems …, 1997 - pubsonline.informs.org
Retrieval of a set of cases similar to a new case is a problem common to a number of
machine learning approaches such as nearest neighbor algorithms, conceptual clustering …

Introspective learning to build case-based reasoning (CBR) knowledge containers

S Craw - International Workshop on Machine Learning and Data …, 2003 - Springer
Abstract Case Based Reasoning systems rely on competent case knowledge for effective
problem-solving. However, for many problem solving tasks, notably design, simple retrieval …

A novel retrieval strategy for case-based reasoning based on attitudinal Choquet integral

L Fei, Y Feng - Engineering Applications of Artificial Intelligence, 2020 - Elsevier
Retrieval is a very important stage in the case-based reasoning (CBR) process because it is
the critical foundation for the success of the CBR system. Its goal is to retrieve valuable …