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» An Evaluation of the Usefulness of Case-Based Explanation
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ICCBR
2003
Springer
13 years 9 months ago
An Evaluation of the Usefulness of Case-Based Explanation
: One of the perceived benefits of Case-Based Reasoning (CBR) is the potential to use retrieved cases to explain predictions. Surprisingly, this aspect of CBR has not been much res...
Padraig Cunningham, Dónal Doyle, John Lough...
AIR
2005
97views more  AIR 2005»
13 years 4 months ago
Explanation in Case-Based Reasoning-Perspectives and Goals
Abstract. We present an overview of different theories of explanation from the philosophy and cognitive science communities. Based on these theories, as well as models of explanati...
Frode Sørmo, Jörg Cassens, Agnar Aamod...
ECML
2004
Springer
13 years 8 months ago
Justification-Based Selection of Training Examples for Case Base Reduction
Maintaining compact and competent case bases has become a main topic of Case Based Reasoning (CBR) research. The main goal is to obtain a compact case base (with a reduced number o...
Santiago Ontañón, Enric Plaza
ICAIL
2003
ACM
13 years 9 months ago
Predicting Outcomes of Case-Based Legal Arguments
In this paper, we introduce IBP, an algorithm that combines g with an abstract domain model and case-based reasoning techniques to predict the outcome of case-based legal argument...
Stefanie Brüninghaus, Kevin D. Ashley
AIR
2005
102views more  AIR 2005»
13 years 4 months ago
A Case-Based Explanation System for Black-Box Systems
Most users of machine-learning products are reluctant to use the systems without any sense of the underlying logic that has led to the system's predictions. Unfortunately many...
Conor Nugent, Padraig Cunningham