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EWCBR
2004
Springer
13 years 10 months ago
Explanation Oriented Retrieval
This paper is based on the observation that the nearest neighbour in a case-based prediction system may not be the best case to explain a prediction. This observation is based on t...
Dónal Doyle, Padraig Cunningham, Derek G. B...
ASWEC
1998
IEEE
13 years 9 months ago
Supplementing Process-Oriented with Structure-Oriented Design Explanation within Formal Object Oriented Method
This paper reports the results from an action research project which studies the benefits of documenting the evolution and the rationale for the evolution of a requirements specif...
LeMai Nguyen, Paul A. Swatman, Graeme G. Shanks
ICCBR
2003
Springer
13 years 10 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...
AI
2003
Springer
13 years 10 months ago
Explanation-Oriented Association Mining Using a Combination of Unsupervised and Supervised Learning Algorithms
We propose a new framework of explanation-oriented data mining by adding an explanation construction and evaluation phase to the data mining process. While traditional approaches c...
Yiyu Yao, Yan Zhao, R. Brien Maguire
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