Unknown attribute values in induction
Proceedings of the sixth international workshop on Machine learning
C4.5: programs for machine learning
C4.5: programs for machine learning
Applying case-based reasoning: techniques for enterprise systems
Applying case-based reasoning: techniques for enterprise systems
Interactive Case-Based Reasoning in Sequential Diagnosis
Applied Intelligence
Machine Learning
A Comparison of Incremental Case-Based Reasoning and Inductive Learning
EWCBR '94 Selected papers from the Second European Workshop on Advances in Case-Based Reasoning
Supporting Dialogue Inferencing in Conversational Case-Based Reasoning
EWCBR '98 Proceedings of the 4th European Workshop on Advances in Case-Based Reasoning
Refining Conversational Case Libraries
ICCBR '97 Proceedings of the Second International Conference on Case-Based Reasoning Research and Development
Developing Industrial Case-Based Reasoning Applications: The Inreca Methodology (Lecture Notes in Computer Science, 1612.)
Simplifying decision trees: A survey
The Knowledge Engineering Review
simVar: A Similarity-Influenced Question Selection Criterion for e-Sales Dialogs
Artificial Intelligence Review
Artificial Intelligence Review
Acquiring Customers' Requirementsin Electronic Commerce
Artificial Intelligence Review
A Generalised Approach to Similarity-Based Retrieval in Recommender Systems
Artificial Intelligence Review
An Expressive Query Language for Product Recommender Systems
Artificial Intelligence Review
Sequential Diagnosis in the Independence Bayesian Framework
Soft-Ware 2002 Proceedings of the First International Conference on Computing in an Imperfect World
Learning to Adapt for Case-Based Design
ECCBR '02 Proceedings of the 6th European Conference on Advances in Case-Based Reasoning
Exploiting Taxonomic and Causal Relations in Conversational Case Retrieval
ECCBR '02 Proceedings of the 6th European Conference on Advances in Case-Based Reasoning
ECCBR '02 Proceedings of the 6th European Conference on Advances in Case-Based Reasoning
Precision and Recall in Interactive Case-Based Reasoning
ICCBR '01 Proceedings of the 4th International Conference on Case-Based Reasoning: Case-Based Reasoning Research and Development
Explanation in Recommender Systems
Artificial Intelligence Review
Learning adaptation knowledge to improve case-based reasoning
Artificial Intelligence
Conversational Case-Based Reasoning in Medical Classification and Diagnosis
AIME '09 Proceedings of the 12th Conference on Artificial Intelligence in Medicine: Artificial Intelligence in Medicine
Increasing dialogue efficiency in case-based reasoning without loss of solution quality
IJCAI'03 Proceedings of the 18th international joint conference on Artificial intelligence
Automating the discovery of recommendation knowledge
IJCAI'05 Proceedings of the 19th international joint conference on Artificial intelligence
A conversational case-based reasoning help-desk utility for complex products
CSECS'09 Proceedings of the 8th WSEAS International Conference on Circuits, systems, electronics, control & signal processing
Knowledge-Based Systems
On the role of diversity in conversational recommender systems
ICCBR'03 Proceedings of the 5th international conference on Case-based reasoning: Research and Development
A live-user evaluation of incremental dynamic critiquing
ICCBR'05 Proceedings of the 6th international conference on Case-Based Reasoning Research and Development
ICCBR'05 Proceedings of the 6th international conference on Case-Based Reasoning Research and Development
Supporting generalized cases in conversational CBR
MICAI'05 Proceedings of the 4th Mexican international conference on Advances in Artificial Intelligence
Improving the performance of recommender systems that use critiquing
ITWP'03 Proceedings of the 2003 international conference on Intelligent Techniques for Web Personalization
Completeness criteria for retrieval in recommender systems
ECCBR'06 Proceedings of the 8th European conference on Advances in Case-Based Reasoning
Evaluating CBR systems using different data sources: a case study
ECCBR'06 Proceedings of the 8th European conference on Advances in Case-Based Reasoning
What evaluation criteria are right for CCBR? considering rank quality
ECCBR'06 Proceedings of the 8th European conference on Advances in Case-Based Reasoning
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Decision trees induced from stored cases are increasingly used to guide case retrieval in case-based reasoning (CBR) systems for fault diagnosis and product recommendation. In this paper, we refer to such a decision tree as an identification tree when, as often in practice, each of the faults to be identified, or available products, is represented by a single case in the case library. We evaluate common splitting criteria for decision trees in the special case of identification trees. We present simplified versions of those that are most effective in reducing the average path length of an identification tree, or equivalently, the average number of questions asked when the tree is used for problem solving. We also identify conditions in which no such reduction is possible with any splitting criterion.